References.bib

@article{camerra2014kais,
  author = {Alessandro Camerra and Jin Shieh and Themis Palpanas and Thanawin Rakthanmanon and Eamonn J. Keogh},
  title     = {Beyond one billion time series: indexing and mining very large time series collections with i {SAX2+}},
  journal = {Knowl. Inf. Syst.},
  volume = {39},
  number = {1},
  pages   = {123--151},
  year     = {2014}
}

@article{ding2008pvldb,
  author    = {Hui Ding and Goce Trajcevski and Peter Scheuermann and Xiaoyue Wang and Eamonn J. Keogh},
  title     = {Querying and mining of time series data: experimental comparison of representations and distance measures},
  journal   = {{PVLDB}},
  volume    = {1},
  number    = {2},
  pages     = {1542--1552},
  year      = {2008}
}

@inproceedings{shieh2008kdd,
  author    = {Jin Shieh and Eamonn J. Keogh},
  title     = {\emph{i}{SAX}: indexing and mining terabyte sized time series},
  booktitle = {{SIGKDD}},
  pages     = {623--631},
  year      = {2008}
}

@inproceedings{chan1999icde,
  author    = {Kin{-}pong Chan and
               Ada Wai{-}Chee Fu},
  title     = {Efficient Time Series Matching by Wavelets},
  booktitle = {ICDE},
  pages     = {126--133},
  year      = {1999}
}

@inproceedings{Guttman1984,
 author = {Antonin Guttman},
 title = {R-trees: A Dynamic Index Structure for Spatial Searching},
 booktitle = {{SIGMOD}},
 year = {1984},
 pages = {47--57}
} 


@article{graps1995cse,
  title={An Introduction to Wavelets},
  author={Graps, Amara},
  journal={IEEE Comput. Sci. Eng.},
  volume={2},
  number={2},
  pages={50--61},
  year={1995},
  publisher={IEEE}
}

@article{jessica2007dmkd,
  author    = {Jessica Lin and
               Eamonn J. Keogh and
               Li Wei and
               Stefano Lonardi},
  title     = {Experiencing {SAX:} a novel symbolic representation of time series},
  journal   = {Data Min. Knowl. Discov.},
  volume    = {15},
  number    = {2},
  pages     = {107--144},
  year      = {2007}
}

@inproceedings{camerra2010icdm,
  author    = {Alessandro Camerra and
               Themis Palpanas and
               Jin Shieh and
               Eamonn J. Keogh},
  title     = {i{SAX} 2.0: Indexing and Mining One Billion Time Series},
  @booktitle = {{ICDM} 2010, The 10th {IEEE} International Conference on Data Mining,
               Sydney, Australia, 14-17 December 2010},
booktitle = {{ICDM}},  
  pages     = {58--67},
  year      = {2010}
}

@inproceedings{zoumpatianos2014sigmod,
  author    = {Kostas Zoumpatianos and
               Stratos Idreos and
               Themis Palpanas},
  title     = {Indexing for interactive exploration of big data series},
  @booktitle = {International Conference on Management of Data, {SIGMOD} 2014, Snowbird,
               UT, USA, June 22-27, 2014},
  booktitle = {{SIGMOD}},
  pages     = {1555--1566},
  year      = {2014}
}

@inproceedings{chen2013vldb,
  author    = {Lisi Chen and
               Gao Cong and
               Christian S. Jensen and
               Dingming Wu},
  title     = {Spatial Keyword Query Processing: An Experimental Evaluation},
  journal   = {{PVLDB}},
  volume    = {6},
  number    = {3},
  pages     = {217--228},
  year      = {2013}
}

@article{cong2009vldb,
  author    = {Gao Cong and
               Christian S. Jensen and
               Dingming Wu},
  title     = {Efficient Retrieval of the Top-k Most Relevant Spatial Web Objects},
  journal   = {{PVLDB}},
  volume    = {2},
  number    = {1},
  pages     = {337--348},
  year      = {2009}
}

@article{wu2012vldbj,
  author    = {Dingming Wu and
               Gao Cong and
               Christian S. Jensen},
  title     = {A framework for efficient spatial web object retrieval},
  journal   = {{VLDB} J.},
  volume    = {21},
  number    = {6},
  pages     = {797--822},
  year      = {2012}
}

@article{haar1910theorie,
  title={Zur theorie der orthogonalen funktionensysteme},
  author={Haar, Alfred},
  journal={Mathematische Annalen},
  volume={69},
  number={3},
  pages={331--371},
  year={1910},
  publisher={Springer}
}

@inproceedings{popivanov2002icde,
  author    = {Ivan Popivanov and
               Ren{\'{e}}e J. Miller},
  title     = {Similarity Search Over Time-Series Data Using Wavelets},
  @booktitle = {Proceedings of the 18th International Conference on Data Engineering,
               San Jose, CA, USA, February 26 - March 1, 2002},
  booktitle = {{ICDE}},  
  pages     = {212--221},
  year      = {2002}
}

@inproceedings{kashyap2011kdd,
  author    = {Shrikant Kashyap and
               Panagiotis Karras},
  title     = {Scalable k{NN} search on vertically stored time series},
  @booktitle = {Proceedings of the 17th {ACM} {SIGKDD} International Conference on
               Knowledge Discovery and Data Mining, San Diego, CA, USA, August 21-24,
               2011},
  booktitle = {{SIGKDD}},
  pages     = {1334--1342},
  year      = {2011}
}

@article{keogh2001paa,
  author    = {Eamonn J. Keogh and
               Kaushik Chakrabarti and
               Michael J. Pazzani and
               Sharad Mehrotra},
  title     = {Dimensionality Reduction for Fast Similarity Search in Large Time
               Series Databases},
  journal   = {Knowl. Inf. Syst.},
  volume    = {3},
  number    = {3},
  pages     = {263--286},
  year      = {2001}
}

@inproceedings{faloutsos2000vldb,
  author    = {Byoung{-}Kee Yi and
               Christos Faloutsos},
  title     = {Fast Time Sequence Indexing for Arbitrary {Lp} Norms},
  @booktitle = {{VLDB} 2000, Proceedings of 26th International Conference on Very
               Large Data Bases, September 10-14, 2000, Cairo, Egypt},
  booktitle = {{VLDB}},
  pages     = {385--394},
  year      = {2000}
}

@inproceedings{palpanas2016bigsm,
  author    = {Themis Palpanas},
  title     = {Big Sequence Management: {A} glimpse of the Past, the Present, and
               the Future},
  @booktitle = {{SOFSEM} 2016: Theory and Practice of Computer Science - 42nd International
               Conference on Current Trends in Theory and Practice of Computer Science,
               Harrachov, Czech Republic, January 23-28, 2016, Proceedings},
  booktitle = {{SOFSEM}},
  pages     = {63--80},
  year      = {2016}
}

@article{chen2013pvldb,
  author    = {Lisi Chen and
               Gao Cong and
               Christian S. Jensen and
               Dingming Wu},
  title     = {Spatial Keyword Query Processing: An Experimental Evaluation},
  journal   = {{PVLDB}},
  volume    = {6},
  number    = {3},
  pages     = {217--228},
  year      = {2013}
}

@inproceedings{christoforaki2011cikm,
  author    = {Maria Christoforaki and
               Jinru He and
               Constantinos Dimopoulos and
               Alexander Markowetz and
               Torsten Suel},
  title     = {Text vs. space: efficient geo-search query processing},
  @booktitle = {Proceedings of the 20th {ACM} Conference on Information and Knowledge
               Management, {CIKM} 2011, Glasgow, United Kingdom, October 24-28, 2011},
  booktitle = {{CIKM}},
  pages     = {423--432},
  year      = {2011}
}

@article{zhisheng2011tkde,
  author    = {Zhisheng Li and
               Ken C. K. Lee and
               Baihua Zheng and
               Wang{-}Chien Lee and
               Dik Lun Lee and
               Xufa Wang},
  title     = {{IR}-Tree: An Efficient Index for Geographic Document Search},
  journal   = {{IEEE} Trans. Knowl. Data Eng.},
  volume    = {23},
  number    = {4},
  pages     = {585--599},
  year      = {2011}
}

@inproceedings{defelipe2008icde,
  author    = {Ian De Felipe and
               Vagelis Hristidis and
               Naphtali Rishe},
  title     = {Keyword Search on Spatial Databases},
  @booktitle = {Proceedings of the 24th International Conference on Data Engineering,
               {ICDE} 2008, April 7-12, 2008, Canc{\'{u}}n, M{\'{e}}xico},
  booktitle = {{ICDE}},  
  pages     = {656--665},
  year      = {2008}
}

@inproceedings{hariharan2007ssdbm,
  author    = {Ramaswamy Hariharan and
               Bijit Hore and
               Chen Li and
               Sharad Mehrotra},
  title     = {Processing Spatial-Keyword {(SK)} Queries in Geographic Information
               Retrieval {(GIR)} Systems},
  @booktitle = {19th International Conference on Scientific and Statistical Database
               Management, {SSDBM} 2007, 9-11 July 2007, Banff, Canada, Proceedings},
  booktitle = {{SSDBM}},
  pages     = {16},
  year      = {2007}
}

@inproceedings{cary2010ssdbm,
  author    = {Ariel Cary and
               Ouri Wolfson and
               Naphtali Rishe},
  title     = {Efficient and Scalable Method for Processing Top-k Spatial Boolean
               Queries},
  @booktitle = {Scientific and Statistical Database Management, 22nd International
               Conference, {SSDBM} 2010, Heidelberg, Germany, June 30 - July 2, 2010.
               Proceedings},
  booktitle = {{SSDBM}},  
  pages     = {87--95},
  year      = {2010}
}

@inproceedings{rocha2011ssd,
  author    = {Jo{\~{a}}o B. Rocha{-}Junior and
               Orestis Gkorgkas and
               Simon Jonassen and
               Kjetil N{\o}rv{\aa}g},
  title     = {Efficient Processing of Top-k Spatial Keyword Queries},
  @booktitle = {Advances in Spatial and Temporal Databases - 12th International Symposium,
               {SSTD} 2011, Minneapolis, MN, USA, August 24-26, 2011, Proceedings},
  booktitle = {{SSTD}},
  pages     = {205--222},
  year      = {2011}
}

@inproceedings{chen2006sigmod,
  author    = {Yen{-}Yu Chen and
               Torsten Suel and
               Alexander Markowetz},
  title     = {Efficient query processing in geographic web search engines},
  @booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management
               of Data, Chicago, Illinois, USA, June 27-29, 2006},
  booktitle = {{SIGMOD}},
  pages     = {277--288},
  year      = {2006}
}

@article{hjaltason99tods,
  author    = {G{\'{\i}}sli R. Hjaltason and
               Hanan Samet},
  title     = {Distance Browsing in Spatial Databases},
  journal   = {{ACM} Trans. Database Syst.},
  volume    = {24},
  number    = {2},
  pages     = {265--318},
  year      = {1999}
}

@inproceedings{Beckmann1990,
 author = {Norbert Beckmann and Hans-Peter Kriegel  and Ralf Schneider and Bernhard Seeger},
 title = {The {R}*-tree: An Efficient and Robust Access Method for Points and Rectangles},
 @booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data, Atlantic City, New Jersey, USA},
 booktitle = {SIGMOD},
 pages = {322--331},
 year = {1990}
} 

@inproceedings{mintz1997tracking,
  title={Tracking air quality trends with SAS/GRAPH},
  author={Mintz, David and Fitz-Simons, Terence and Wayland, Michelle},
  booktitle={Proceedings of the 22nd Annual SAS User Group International Conference (SUGI’97)},
  pages={807--812},
  year={1997}
}

@inproceedings{keim1995recursive,
  title={Recursive pattern: A technique for visualizing very large amounts of data},
  author={Keim, Daniel A and Ankerst, Mihael and Kriegel, Hans-Peter},
  booktitle={Proceedings of the 6th Conference on Visualization'95},
  pages={279},
  year={1995},
  organization={IEEE Computer Society}
}

@inproceedings{lammarsch2009hierarchical,
  title={Hierarchical temporal patterns and interactive aggregated views for pixel-based visualizations},
  author={Lammarsch, Tim and Aigner, Wolfgang and Bertone, Alessio and G{\"a}rtner, Johannes and Mayr, Eva and Miksch, Silvia and Smuc, Michael},
  booktitle={Information Visualisation, 2009 13th International Conference},
  pages={44--50},
  year={2009},
  organization={IEEE}
}

@article{jugel2014m4,
  title={M4: a visualization-oriented time series data aggregation},
  author={Jugel, Uwe and Jerzak, Zbigniew and Hackenbroich, Gregor and Markl, Volker},
  journal={Proceedings of the VLDB Endowment},
  volume={7},
  number={10},
  pages={797--808},
  year={2014},
  publisher={VLDB Endowment}
}

@inproceedings{javed2010stack,
  title={Stack zooming for multi-focus interaction in time-series data visualization},
  author={Javed, Waqas and Elmqvist, Niklas},
  booktitle={Visualization Symposium (PacificVis), 2010 IEEE Pacific},
  pages={33--40},
  year={2010},
  organization={IEEE}
}

@inproceedings{zhao2011kronominer,
  title={Kronominer: using multi-foci navigation for the visual exploration of time-series data},
  author={Zhao, Jian and Chevalier, Fanny and Balakrishnan, Ravin},
  booktitle={Proceedings of the SIGCHI Conference on Human Factors in Computing Systems},
  pages={1737--1746},
  year={2011},
  organization={ACM}
}

@article{zhao2011exploratory,
  title={Exploratory analysis of time-series with chronolenses},
  author={Zhao, Jian and Chevalier, Fanny and Pietriga, Emmanuel and Balakrishnan, Ravin},
  journal={IEEE Transactions on Visualization and Computer Graphics},
  volume={17},
  number={12},
  pages={2422--2431},
  year={2011},
  publisher={IEEE}
}

@incollection{hochheiser2003interactive,
  title={Interactive exploration of time series data},
  author={Hochheiser, Harry and Shneiderman, Ben},
  booktitle={The Craft of Information Visualization},
  pages={313--315},
  year={2003},
  publisher={Elsevier}
}

@article{hochheiser2004dynamic,
  title={Dynamic query tools for time series data sets: timebox widgets for interactive exploration},
  author={Hochheiser, Harry and Shneiderman, Ben},
  journal={Information Visualization},
  volume={3},
  number={1},
  pages={1--18},
  year={2004},
  publisher={SAGE Publications Sage UK: London, England}
}

@inproceedings{hochheiser2003dynamic,
  title={Dynamic querying for pattern identification in microarray and genomic data},
  author={Hochheiser, Harry and Baehrecke, Eric H and Mount, Stephen M and Shneiderman, Ben},
  booktitle={Multimedia and Expo, 2003. ICME'03. Proceedings. 2003 International Conference on},
  volume={3},
  pages={III--453},
  year={2003},
  organization={IEEE}
}

@inproceedings{keogh2002augmented,
  title={An augmented visual query mechanism for finding patterns in time series data},
  author={Keogh, Eamonn and Hochheiser, Harry and Shneiderman, Ben},
  booktitle={International Conference on Flexible Query Answering Systems},
  pages={240--250},
  year={2002},
  organization={Springer}
}

@article{hochheiser2002visual,
  title={Visual queries for finding patterns in time series data},
  author={Hochheiser, Harry and Shneiderman, Ben},
  journal={University of Maryland, Computer Science Dept. Tech Report, CS-TR},
  volume={4365},
  year={2002}
}

@inproceedings{hochheiser2001visual,
  title={Visual specification of queries for finding patterns in time-series data},
  author={Hochheiser, Harry and Shneiderman, Ben},
  booktitle={Proceedings of discovery science},
  number={2226},
  pages={441--446},
  year={2001}
}

@article{shmueli2006exploring,
  title={Exploring auction databases through interactive visualization},
  author={Shmueli, Galit and Jank, Wolfgang and Aris, Aleks and Plaisant, Catherine and Shneiderman, Ben},
  journal={Decision Support Systems},
  volume={42},
  number={3},
  pages={1521--1538},
  year={2006},
  publisher={Elsevier}
}

@inproceedings{aris2005representing,
  title={Representing unevenly-spaced time series data for visualization and interactive exploration},
  author={Aris, Aleks and Shneiderman, Ben and Plaisant, Catherine and Shmueli, Galit and Jank, Wolfgang},
  booktitle={IFIP Conference on Human-Computer Interaction},
  pages={835--846},
  year={2005},
  organization={Springer}
}

@inproceedings{buono2005interactive,
  title={Interactive pattern search in time series},
  author={Buono, Paolo and Aris, Aleks and Plaisant, Catherine and Khella, Amir and Shneiderman, Ben},
  booktitle={Visualization and Data Analysis 2005},
  volume={5669},
  pages={175--187},
  year={2005},
  organization={International Society for Optics and Photonics}
}

@inproceedings{buono2007similarity,
  title={Similarity-based forecasting with simultaneous previews: A river plot interface for time series forecasting},
  author={Buono, Paolo and Plaisant, Catherine and Simeone, Adalberto and Aris, Aleks and Shmueli, Galit and Jank, Wolfgang},
  booktitle={Information Visualization, 2007. IV'07. 11th International Conference},
  pages={191--196},
  year={2007},
  organization={IEEE}
}

@inproceedings{chatzigeorgakidis2018map,
  title     = {Map-Based Visual Exploration of Geolocated Time Series},
  author    = {Georgios Chatzigeorgakidis and Dimitrios Skoutas and Kostas Patroumpas and Spiros Athanasiou and Spiros Skiadopoulos},
  booktitle = {Proceedings of the Workshops of the EDBT/ICDT 2018 Joint Conference
               (EDBT/ICDT 2018), Vienna, Austria, March 26, 2018.},
  pages     = {92--99},
  year      = {2018}
}

@article{chatzigeorgakidis2019visual,
  title={Visual Exploration of Geolocated Time Series with Hybrid Indexing},
  author={Chatzigeorgakidis, Georgios and Patroumpas, Kostas and Skoutas, Dimitrios and Athanasiou, Spiros and Skiadopoulos, Spiros},
  journal={Big Data Research},
  volume={15},
  pages={12--28},
  year={2019},
  publisher={Elsevier}
}

@inproceedings{chatzigeorgakidis2019local,
  title={Local Pair and Bundle Discovery over Co-Evolving Time Series},
  author={Chatzigeorgakidis, Georgios and Skoutas, Dimitrios and Patroumpas, Kostas and Palpanas, Themis and Athanasiou, Spiros and Skiadopoulos, Spiros},
  booktitle={Proceedings of the 16th International Symposium on Spatial and Temporal Databases},
  pages={160--169},
  year={2019},
  organization={ACM}
}

@inproceedings{chatzigeorgakidis2019geolocal,
  author    = {Chatzigeorgakidis, Georgios and Skoutas, Dimitrios and Patroumpas, Kostas and Palpanas, Themis and Athanasiou, Spiros and Skiadopoulos, Spiros},
  title     = {Local Similarity Search on Geolocated Time Series Using Hybrid Indexing},
  @booktitle = {Proc. of the 27th {ACM} {SIGSPATIAL} International Conference
               on Advances in Geographic Information Systems, {GIS} 2019, Chicago, Illinois, USA, November 5-8, 2019},
  booktitle = {SIGSPATIAL},
  year      = {2019}
}

@article{camerra2014kais,
  author = {Alessandro Camerra and Jin Shieh and Themis Palpanas and Thanawin Rakthanmanon and Eamonn J. Keogh},
  title     = {Beyond one billion time series: indexing and mining very large time series collections with \emph{i}{SAX2+}},
  journal = {Knowl. Inf. Syst.},
  volume = {39},
  number = {1},
  pages   = {123--151},
  year     = {2014}
}

@article{ding2008pvldb,
  author    = {Hui Ding and Goce Trajcevski and Peter Scheuermann and Xiaoyue Wang and Eamonn J. Keogh},
  title     = {Querying and mining of time series data: experimental comparison of representations and distance measures},
  journal   = {{PVLDB}},
  volume    = {1},
  number    = {2},
  pages     = {1542--1552},
  year      = {2008}
}

@inproceedings{shieh2008kdd,
  author    = {Jin Shieh and Eamonn J. Keogh},
  title     = {\emph{i}{SAX}: indexing and mining terabyte sized time series},
  booktitle = {{SIGKDD}},
  pages     = {623--631},
  year      = {2008}
}

@inproceedings{chan1999icde,
  author    = {Kin{-}pong Chan and Ada Wai{-}Chee Fu},
  title     = {Efficient Time Series Matching by Wavelets},
  booktitle = {ICDE},
  pages     = {126--133},
  year      = {1999}
}

@inproceedings{Guttman1984,
 author = {Antonin Guttman},
 title = {R-trees: A Dynamic Index Structure for Spatial Searching},
 booktitle = {{SIGMOD}},
 year = {1984},
 pages = {47--57}
} 


@article{graps1995cse,
  title={An Introduction to Wavelets},
  author={Graps, Amara},
  journal={IEEE Comput. Sci. Eng.},
  volume={2},
  number={2},
  pages={50--61},
  year={1995},
  publisher={IEEE}
}

@article{jessica2007dmkd,
  author    = {Jessica Lin and Eamonn J. Keogh and Li Wei and
               Stefano Lonardi},
  title     = {Experiencing {SAX:} a novel symbolic representation of time series},
  journal   = {Data Min. Knowl. Discov.},
  volume    = {15},
  number    = {2},
  pages     = {107--144},
  year      = {2007}
}

@inproceedings{camerra2010icdm,
  author    = {Alessandro Camerra and
               Themis Palpanas and
               Jin Shieh and
               Eamonn J. Keogh},
  title     = {\emph{i}{SAX 2.0}: Indexing and Mining One Billion Time Series},
  @booktitle = {{ICDM} 2010, The 10th {IEEE} International Conference on Data Mining,
               Sydney, Australia, 14-17 December 2010},
booktitle = {{ICDM}},  
  pages     = {58--67},
  year      = {2010}
}

@inproceedings{zoumpatianos2014sigmod,
  author    = {Kostas Zoumpatianos and
               Stratos Idreos and
               Themis Palpanas},
  title     = {Indexing for interactive exploration of big data series},
  @booktitle = {International Conference on Management of Data, {SIGMOD} 2014, Snowbird,
               UT, USA, June 22-27, 2014},
  booktitle = {{SIGMOD}},
  pages     = {1555--1566},
  year      = {2014}
}


@article{cong2009vldb,
  author    = {Gao Cong and
               Christian S. Jensen and
               Dingming Wu},
  title     = {Efficient Retrieval of the Top-k Most Relevant Spatial Web Objects},
  journal   = {{PVLDB}},
  volume    = {2},
  number    = {1},
  pages     = {337--348},
  year      = {2009}
}

@article{wu2012vldbj,
  author    = {Dingming Wu and
               Gao Cong and
               Christian S. Jensen},
  title     = {A framework for efficient spatial web object retrieval},
  journal   = {{VLDB} J.},
  volume    = {21},
  number    = {6},
  pages     = {797--822},
  year      = {2012}
}

@article{haar1910theorie,
  title={Zur theorie der orthogonalen funktionensysteme},
  author={Haar, Alfred},
  journal={Mathematische Annalen},
  volume={69},
  number={3},
  pages={331--371},
  year={1910},
  publisher={Springer}
}

@inproceedings{popivanov2002icde,
  author    = {Ivan Popivanov and
               Ren{\'{e}}e J. Miller},
  title     = {Similarity Search Over Time-Series Data Using Wavelets},
  @booktitle = {Proceedings of the 18th International Conference on Data Engineering,
               San Jose, CA, USA, February 26 - March 1, 2002},
  booktitle = {{ICDE}},  
  pages     = {212--221},
  year      = {2002}
}

@inproceedings{kashyap2011kdd,
  author    = {Shrikant Kashyap and
               Panagiotis Karras},
  title     = {Scalable k{NN} search on vertically stored time series},
  @booktitle = {Proceedings of the 17th {ACM} {SIGKDD} International Conference on
               Knowledge Discovery and Data Mining, San Diego, CA, USA, August 21-24,
               2011},
  booktitle = {{SIGKDD}},
  pages     = {1334--1342},
  year      = {2011}
}

@article{keogh2001paa,
  author    = {Eamonn J. Keogh and
               Kaushik Chakrabarti and
               Michael J. Pazzani and
               Sharad Mehrotra},
  title     = {Dimensionality Reduction for Fast Similarity Search in Large Time
               Series Databases},
  journal   = {Knowl. Inf. Syst.},
  volume    = {3},
  number    = {3},
  pages     = {263--286},
  year      = {2001}
}

@inproceedings{faloutsos2000vldb,
  author    = {Byoung{-}Kee Yi and
               Christos Faloutsos},
  title     = {Fast Time Sequence Indexing for Arbitrary {Lp} Norms},
  @booktitle = {{VLDB} 2000, Proceedings of 26th International Conference on Very
               Large Data Bases, September 10-14, 2000, Cairo, Egypt},
  booktitle = {{VLDB}},
  pages     = {385--394},
  year      = {2000}
}

@inproceedings{palpanas2016bigsm,
  author    = {Themis Palpanas},
  title     = {Big Sequence Management: {A} glimpse of the Past, the Present, and
               the Future},
  @booktitle = {{SOFSEM} 2016: Theory and Practice of Computer Science - 42nd International
               Conference on Current Trends in Theory and Practice of Computer Science,
               Harrachov, Czech Republic, January 23-28, 2016, Proceedings},
  booktitle = {{SOFSEM}},
  pages     = {63--80},
  year      = {2016}
}

@article{chen2013pvldb,
  author    = {Lisi Chen and
               Gao Cong and
               Christian S. Jensen and
               Dingming Wu},
  title     = {Spatial Keyword Query Processing: An Experimental Evaluation},
  journal   = {{PVLDB}},
  volume    = {6},
  number    = {3},
  pages     = {217--228},
  year      = {2013}
}

@inproceedings{christoforaki2011cikm,
  author    = {Maria Christoforaki and
               Jinru He and
               Constantinos Dimopoulos and
               Alexander Markowetz and
               Torsten Suel},
  title     = {Text vs. space: efficient geo-search query processing},
  @booktitle = {Proceedings of the 20th {ACM} Conference on Information and Knowledge
               Management, {CIKM} 2011, Glasgow, United Kingdom, October 24-28, 2011},
  booktitle = {{CIKM}},
  pages     = {423--432},
  year      = {2011}
}

@article{zhisheng2011tkde,
  author    = {Zhisheng Li and
               Ken C. K. Lee and
               Baihua Zheng and
               Wang{-}Chien Lee and
               Dik Lun Lee and
               Xufa Wang},
  title     = {{IR}-Tree: An Efficient Index for Geographic Document Search},
  journal   = {{IEEE} Trans. Knowl. Data Eng.},
  volume    = {23},
  number    = {4},
  pages     = {585--599},
  year      = {2011}
}

@inproceedings{defelipe2008icde,
  author    = {Ian De Felipe and
               Vagelis Hristidis and
               Naphtali Rishe},
  title     = {Keyword Search on Spatial Databases},
  @booktitle = {Proceedings of the 24th International Conference on Data Engineering,
               {ICDE} 2008, April 7-12, 2008, Canc{\'{u}}n, M{\'{e}}xico},
  booktitle = {{ICDE}},  
  pages     = {656--665},
  year      = {2008}
}

@inproceedings{hariharan2007ssdbm,
  author    = {Ramaswamy Hariharan and
               Bijit Hore and
               Chen Li and
               Sharad Mehrotra},
  title     = {Processing Spatial-Keyword {(SK)} Queries in Geographic Information
               Retrieval {(GIR)} Systems},
  @booktitle = {19th International Conference on Scientific and Statistical Database
               Management, {SSDBM} 2007, 9-11 July 2007, Banff, Canada, Proceedings},
  booktitle = {{SSDBM}},
  pages     = {16},
  year      = {2007}
}

@inproceedings{cary2010ssdbm,
  author    = {Ariel Cary and
               Ouri Wolfson and
               Naphtali Rishe},
  title     = {Efficient and Scalable Method for Processing Top-k Spatial Boolean
               Queries},
  @booktitle = {Scientific and Statistical Database Management, 22nd International
               Conference, {SSDBM} 2010, Heidelberg, Germany, June 30 - July 2, 2010.
               Proceedings},
  booktitle = {{SSDBM}},  
  pages     = {87--95},
  year      = {2010}
}

@inproceedings{rocha2011ssd,
  author    = {Jo{\~{a}}o B. Rocha{-}Junior and
               Orestis Gkorgkas and
               Simon Jonassen and
               Kjetil N{\o}rv{\aa}g},
  title     = {Efficient Processing of Top-k Spatial Keyword Queries},
  @booktitle = {Advances in Spatial and Temporal Databases - 12th International Symposium,
               {SSTD} 2011, Minneapolis, MN, USA, August 24-26, 2011, Proceedings},
  booktitle = {{SSTD}},
  pages     = {205--222},
  year      = {2011}
}

@inproceedings{chen2006sigmod,
  author    = {Yen{-}Yu Chen and
               Torsten Suel and
               Alexander Markowetz},
  title     = {Efficient query processing in geographic web search engines},
  @booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management
               of Data, Chicago, Illinois, USA, June 27-29, 2006},
  booktitle = {{SIGMOD}},
  pages     = {277--288},
  year      = {2006}
}

@article{hjaltason99tods,
  author    = {G{\'{\i}}sli R. Hjaltason and
               Hanan Samet},
  title     = {Distance Browsing in Spatial Databases},
  journal   = {{ACM} Trans. Database Syst.},
  volume    = {24},
  number    = {2},
  pages     = {265--318},
  year      = {1999}
}

@inproceedings{Beckmann1990,
 author = {Norbert Beckmann and Hans-Peter Kriegel and Ralf Schneider and Bernhard Seeger},
 title = {The {R}*-tree: An Efficient and Robust Access Method for Points and Rectangles},
 @booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data, Atlantic City, New Jersey, USA},
 booktitle = {SIGMOD},
 pages = {322--331},
 year = {1990}
}

@inproceedings{chatzig17btsr,
  author    = {Georgios Chatzigeorgakidis and Dimitrios Skoutas and Kostas Patroumpas and Spiros Athanasiou and Spiros Skiadopoulos},
  title     = {Indexing Geolocated Time Series Data},
  @booktitle = {Proceedings of the 25th {ACM} {SIGSPATIAL} International Conference
               on Advances in Geographic Information Systems, {GIS} 2017, Redondo
               Beach, CA, USA, November 7-10, 2017},
  booktitle = {SIGSPATIAL},
  pages     = {19:1--19:10},
  year      = {2017}
}

@inproceedings{chatzigeorgakidis2018scalable,
  title={Scalable hybrid similarity join over geolocated time series},
  author={Chatzigeorgakidis, Georgios and Patroumpas, Kostas and Skoutas, Dimitrios and Athanasiou, Spiros and Skiadopoulos, Spiros},
  booktitle={Proceedings of the 26th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems},
  pages={119--128},
  year={2018},
  organization={ACM}
}

@article{neamtu2016vldb,
 author = {Rodica Neamtu and Ramoza  Ahsan and Elke Rundensteiner and Gabor Sarkozy},
 title = {Interactive Time Series Exploration Powered by the Marriage of Similarity Distances},
 journal = {Proc. VLDB Endow.},
 issue_date = {November 2016},
 volume = {10},
 number = {3},
 year = {2016},
 pages = {169--180}
} 


@article{siddiqui2016vldb,
 author = {Tarique Siddiqui and Albert Kim and John Lee and Karrie Karahalios and Aditya Parameswaran},
 title = {Effortless Data Exploration with Zenvisage: An Expressive and Interactive Visual Analytics System},
 journal = {Proc. VLDB Endow.},
 issue_date = {November 2016},
 volume = {10},
 number = {4},
 year = {2016},
 pages = {457--468}
} 


@article{rahman2017vldb,
 author = {Sajjadur Rahman and Maryam Aliakbarpour and Ha Kyung Kong and Eric Blais and Karrie Karahalios and Aditya Parameswaran and Ronitt Rubinfield},
 title = {I'Ve Seen "Enough": Incrementally Improving Visualizations to Support Rapid Decision Making},
 journal = {Proc. VLDB Endow.},
 issue_date = {August 2017},
 volume = {10},
 number = {11},
 year = {2017},
 pages = {1262--1273}
} 


@article{pang2017vldb,
 author = {Zhifei Pang and Sai Wu and  Gang Chen and Ke Chen and Lidan Shou},
 title = {FlashView: An Interactive Visual Explorer for Raw Data},
 journal = {Proc. VLDB Endow.},
 issue_date = {August 2017},
 volume = {10},
 number = {12},
 year = {2017},
 pages = {1869--1872}
} 


@article{demiralp2017vldb,
 author = {\c{C}a\u{g}atay Demiralp and Peter J.Haas and Srinivasan Parthasarathy and Tejaswini Pedapati},
 title = {Foresight: Recommending Visual Insights},
 journal = {Proc. VLDB Endow.},
 issue_date = {August 2017},
 volume = {10},
 number = {12},
 year = {2017},
 pages = {1937--1940}
} 


@article{mottin2017vldb,
 author = {Davide Mottin and Matteo Lissandrini and Yannis Velegrakis and Themis Palpanas},
 title = {New Trends on Exploratory Methods for Data Analytics},
 journal = {Proc. VLDB Endow.},
 issue_date = {August 2017},
 volume = {10},
 number = {12},
 year = {2017},
 pages = {1977--1980}
} 



@article{wu2014vldb,
 author = {Eugene Wu and Leilani Battle and Samuel R. Madden},
 title = {The Case for Data Visualization Management Systems: Vision Paper},
 journal = {Proc. VLDB Endow.},
 issue_date = {June 2014},
 volume = {7},
 number = {10},
 year = {2014},
 pages = {903--906}
} 


@inproceedings{chan2008vast,
  author    = {Sye{-}Min Chan and
               Ling Xiao and
               John Gerth and
               Pat Hanrahan},
  title     = {Maintaining interactivity while exploring massive time series},
  booktitle = {{IEEE} {VAST}},
  pages     = {59--66},
  year      = {2008}
}


@article{zoumpatianos2015vldb,
 author = {Kostas Zoumpatianos and Stratos Idreos and Themis Palpanas},
 title = {RINSE: Interactive Data Series Exploration with {ADS+}},
 journal = {Proc. VLDB Endow.},
 issue_date = {August 2015},
 volume = {8},
 number = {12},
 year = {2015},
 pages = {1912--1915}
}


@article{rong2017vldb,
 author = {Kexin Rong and Peter Bailis},
 title = {{ASAP}: Prioritizing Attention via Time Series Smoothing},
 journal = {Proc. VLDB Endow.},
 issue_date = {August 2017},
 volume = {10},
 number = {11},
 year = {2017},
 pages = {1358--1369}
} 


@article{eravci2013vldb,
 author = {Bahaeddin Eravci and Hakan Ferhatosmanoglu},
 title = {Diversity Based Relevance Feedback for Time Series Search},
 journal = {Proc. VLDB Endow.},
 issue_date = {October 2013},
 volume = {7},
 number = {2},
 year = {2013},
 pages = {109--120}
}

@article{aschoff1965circadian,
  title={Circadian rhythms in man},
  author={Aschoff, J{\"u}rgen},
  journal={Science},
  volume={148},
  number={3676},
  pages={1427--1432},
  year={1965},
  publisher={JSTOR}
}

@inproceedings{paparrizos2015k,
  title={k-shape: Efficient and accurate clustering of time series},
  author={Paparrizos, John and Gravano, Luis},
  @booktitle={Proceedings of the 2015 ACM SIGMOD International Conference on Management of Data},
  booktitle = {{SIGMOD}},
  pages={1855--1870},
  year={2015},
  @organization={ACM}
}

@inproceedings{paraskevopoulos2017icdm,
  author    = {Paraskevopoulos, Pavlos and Pellegrini, Giovanni and Palpanas, Themis},
  title     = {TweeLoc: A System for Geolocalizing Tweets at Fine-Grain},
  @booktitle = {2017 {IEEE} International Conference on Data Mining Workshops, {ICDM}
               Workshops 2017, New Orleans, LA, USA, November 18-21, 2017},
  booktitle = {{ICDM Workshops}},
  pages     = {1178--1183},
  year      = {2017}
}

@inproceedings{battle2016sigmod,
 author = {Battle, Leilani and Chang, Remco and Stonebraker, Michael},
 title = {Dynamic Prefetching of Data Tiles for Interactive Visualization},
 @booktitle = {Proceedings of the 2016 International Conference on Management of Data},
 booktitle = {{SIGMOD}},
 @series = {SIGMOD '16},
 year = {2016},
 @location = {San Francisco, California, USA},
 pages = {1363--1375},
 @publisher = {ACM},
} 


@book{2001:SDA:377296,
 author = {Rigaux, Philippe and Scholl, Michel and Voisard, Agn\'{e}s},
 title = {Spatial Databases with Application to GIS},
 year = {2002},
 publisher = {Morgan Kaufmann Publishers Inc.}
} 

@inproceedings{DBLP:conf/edbt/ChronisGA16,
  author    = {Pantelis Chronis and
  Giorgos Giannopoulos and
  Spiros Athanasiou},
  title     = {Open Issues and Challenges on Time Series Forecasting for Water Consumption},
  @booktitle = {Proceedings of the Workshops of the {EDBT/ICDT} 2016 Joint Conference,
  {EDBT/ICDT} Workshops 2016, Bordeaux, France, March 15, 2016.},
  booktitle = {{EDBT/ICDT} Workshops},
  year      = {2016}
}

@inproceedings{paparrizos2015k,
  title={k-shape: Efficient and accurate clustering of time series},
  author={Paparrizos, John and Gravano, Luis},
  @booktitle={Proc. of the 2015 ACM SIGMOD International Conference on Management of Data},
  booktitle = {{SIGMOD}},
  pages={1855--1870},
  year={2015},
  @organization={ACM}
}

@article{camerra2014kais,
  author = {Alessandro Camerra and Jin Shieh and Themis Palpanas and Thanawin Rakthanmanon and Eamonn J. Keogh},
  title     = {Beyond one billion time series: indexing and mining very large time series collections with i {SAX2+}},
  journal = {Knowl. Inf. Syst.},
  volume = {39},
  number = {1},
  pages   = {123--151},
  year     = {2014}
}

@article{ding2008pvldb,
  author    = {Hui Ding and Goce Trajcevski and Peter Scheuermann and Xiaoyue Wang and Eamonn J. Keogh},
  title     = {Querying and mining of time series data: experimental comparison of representations and distance measures},
  journal   = {{PVLDB}},
  volume    = {1},
  number    = {2},
  pages     = {1542--1552},
  year      = {2008}
}

@inproceedings{shieh2008kdd,
  author    = {Jin Shieh and Eamonn J. Keogh},
  title     = {\emph{i}{SAX}: indexing and mining terabyte sized time series},
  booktitle = {{SIGKDD}},
  pages     = {623--631},
  year      = {2008}
}

@inproceedings{chan1999icde,
  author    = {Kin{-}pong Chan and
               Ada Wai{-}Chee Fu},
  title     = {Efficient Time Series Matching by Wavelets},
  booktitle = {ICDE},
  pages     = {126--133},
  year      = {1999}
}

@inproceedings{Guttman1984,
 author = {Antonin Guttman},
 title = {R-trees: A Dynamic Index Structure for Spatial Searching},
 booktitle = {{SIGMOD}},
 year = {1984},
 pages = {47--57}
} 


@article{graps1995cse,
  title={An Introduction to Wavelets},
  author={Graps, Amara},
  journal={IEEE Comput. Sci. Eng.},
  volume={2},
  number={2},
  pages={50--61},
  year={1995},
  publisher={IEEE}
}

@article{jessica2007dmkd,
  author    = {Jessica Lin and
               Eamonn J. Keogh and
               Li Wei and
               Stefano Lonardi},
  title     = {Experiencing {SAX:} a novel symbolic representation of time series},
  journal   = {Data Min. Knowl. Discov.},
  volume    = {15},
  number    = {2},
  pages     = {107--144},
  year      = {2007}
}

@inproceedings{camerra2010icdm,
  author    = {Alessandro Camerra and
               Themis Palpanas and
               Jin Shieh and
               Eamonn J. Keogh},
  title     = {i{SAX} 2.0: Indexing and Mining One Billion Time Series},
  @booktitle = {{ICDM} 2010, The 10th {IEEE} International Conference on Data Mining,
               Sydney, Australia, 14-17 December 2010},
booktitle = {{ICDM}},  
  pages     = {58--67},
  year      = {2010}
}

@inproceedings{zoumpatianos2014sigmod,
  author    = {Kostas Zoumpatianos and
               Stratos Idreos and
               Themis Palpanas},
  title     = {Indexing for interactive exploration of big data series},
  @booktitle = {International Conference on Management of Data, {SIGMOD} 2014, Snowbird,
               UT, USA, June 22-27, 2014},
  booktitle = {{SIGMOD}},
  pages     = {1555--1566},
  year      = {2014}
}

@inproceedings{chen2013vldb,
  author    = {Lisi Chen and
               Gao Cong and
               Christian S. Jensen and
               Dingming Wu},
  title     = {Spatial Keyword Query Processing: An Experimental Evaluation},
  journal   = {{PVLDB}},
  volume    = {6},
  number    = {3},
  pages     = {217--228},
  year      = {2013}
}

@article{cong2009vldb,
  author    = {Gao Cong and
               Christian S. Jensen and
               Dingming Wu},
  title     = {Efficient Retrieval of the Top-k Most Relevant Spatial Web Objects},
  journal   = {{PVLDB}},
  volume    = {2},
  number    = {1},
  pages     = {337--348},
  year      = {2009}
}

@article{wu2012vldbj,
  author    = {Dingming Wu and
               Gao Cong and
               Christian S. Jensen},
  title     = {A framework for efficient spatial web object retrieval},
  journal   = {{VLDB} J.},
  volume    = {21},
  number    = {6},
  pages     = {797--822},
  year      = {2012}
}

@article{haar1910theorie,
  title={Zur theorie der orthogonalen funktionensysteme},
  author={Haar, Alfred},
  journal={Mathematische Annalen},
  volume={69},
  number={3},
  pages={331--371},
  year={1910},
  publisher={Springer}
}

@inproceedings{popivanov2002icde,
  author    = {Ivan Popivanov and
               Ren{\'{e}}e J. Miller},
  title     = {Similarity Search Over Time-Series Data Using Wavelets},
  @booktitle = {Proc. of the 18th International Conference on Data Engineering,
               San Jose, CA, USA, February 26 - March 1, 2002},
  booktitle = {{ICDE}},  
  pages     = {212--221},
  year      = {2002}
}

@inproceedings{kashyap2011kdd,
  author    = {Shrikant Kashyap and
               Panagiotis Karras},
  title     = {Scalable k{NN} search on vertically stored time series},
  @booktitle = {Proc. of the 17th {ACM} {SIGKDD} International Conference on
               Knowledge Discovery and Data Mining, San Diego, CA, USA, August 21-24,
               2011},
  booktitle = {{SIGKDD}},
  pages     = {1334--1342},
  year      = {2011}
}

@article{keogh2001paa,
  author    = {Eamonn J. Keogh and
               Kaushik Chakrabarti and
               Michael J. Pazzani and
               Sharad Mehrotra},
  title     = {Dimensionality Reduction for Fast Similarity Search in Large Time
               Series Databases},
  journal   = {Knowl. Inf. Syst.},
  volume    = {3},
  number    = {3},
  pages     = {263--286},
  year      = {2001}
}

@inproceedings{faloutsos2000vldb,
  author    = {Byoung{-}Kee Yi and
               Christos Faloutsos},
  title     = {Fast Time Sequence Indexing for Arbitrary {Lp} Norms},
  @booktitle = {{VLDB} 2000, Proc. of 26th International Conference on Very
               Large Data Bases, September 10-14, 2000, Cairo, Egypt},
  booktitle = {{VLDB}},
  pages     = {385--394},
  year      = {2000}
}

@inproceedings{palpanas2016bigsm,
  author    = {Themis Palpanas},
  title     = {Big Sequence Management: {A} glimpse of the Past, the Present, and
               the Future},
  @booktitle = {{SOFSEM} 2016: Theory and Practice of Computer Science - 42nd International
               Conference on Current Trends in Theory and Practice of Computer Science,
               Harrachov, Czech Republic, January 23-28, 2016, Proceedings},
  booktitle = {{SOFSEM}},
  pages     = {63--80},
  year      = {2016}
}

@article{chen2013pvldb,
  author    = {Lisi Chen and
               Gao Cong and
               Christian S. Jensen and
               Dingming Wu},
  title     = {Spatial Keyword Query Processing: An Experimental Evaluation},
  journal   = {{PVLDB}},
  volume    = {6},
  number    = {3},
  pages     = {217--228},
  year      = {2013}
}

@inproceedings{christoforaki2011cikm,
  author    = {Maria Christoforaki and
               Jinru He and
               Constantinos Dimopoulos and
               Alexander Markowetz and
               Torsten Suel},
  title     = {Text vs. space: efficient geo-search query processing},
  @booktitle = {Proc. of the 20th {ACM} Conference on Information and Knowledge
               Management, {CIKM} 2011, Glasgow, United Kingdom, October 24-28, 2011},
  booktitle = {{CIKM}},
  pages     = {423--432},
  year      = {2011}
}

@article{zhisheng2011tkde,
  author    = {Zhisheng Li and
               Ken C. K. Lee and
               Baihua Zheng and
               Wang{-}Chien Lee and
               Dik Lun Lee and
               Xufa Wang},
  title     = {{IR}-Tree: An Efficient Index for Geographic Document Search},
  journal   = {{IEEE} Trans. Knowl. Data Eng.},
  volume    = {23},
  number    = {4},
  pages     = {585--599},
  year      = {2011}
}

@inproceedings{defelipe2008icde,
  author    = {Ian De Felipe and
               Vagelis Hristidis and
               Naphtali Rishe},
  title     = {Keyword Search on Spatial Databases},
  @booktitle = {Proc. of the 24th International Conference on Data Engineering,
               {ICDE} 2008, April 7-12, 2008, Canc{\'{u}}n, M{\'{e}}xico},
  booktitle = {{ICDE}},  
  pages     = {656--665},
  year      = {2008}
}

@inproceedings{hariharan2007ssdbm,
  author    = {Ramaswamy Hariharan and
               Bijit Hore and
               Chen Li and
               Sharad Mehrotra},
  title     = {Processing Spatial-Keyword {(SK)} Queries in Geographic Information
               Retrieval {(GIR)} Systems},
  @booktitle = {19th International Conference on Scientific and Statistical Database
               Management, {SSDBM} 2007, 9-11 July 2007, Banff, Canada, Proceedings},
  booktitle = {{SSDBM}},
  pages     = {16},
  year      = {2007}
}

@inproceedings{cary2010ssdbm,
  author    = {Ariel Cary and
               Ouri Wolfson and
               Naphtali Rishe},
  title     = {Efficient and Scalable Method for Processing Top-k Spatial Boolean
               Queries},
  @booktitle = {Scientific and Statistical Database Management, 22nd International
               Conference, {SSDBM} 2010, Heidelberg, Germany, June 30 - July 2, 2010.
               Proceedings},
  booktitle = {{SSDBM}},  
  pages     = {87--95},
  year      = {2010}
}

@inproceedings{rocha2011ssd,
  author    = {Jo{\~{a}}o B. Rocha{-}Junior and
               Orestis Gkorgkas and
               Simon Jonassen and
               Kjetil N{\o}rv{\aa}g},
  title     = {Efficient Processing of Top-k Spatial Keyword Queries},
  @booktitle = {Advances in Spatial and Temporal Databases - 12th International Symposium,
               {SSTD} 2011, Minneapolis, MN, USA, August 24-26, 2011, Proceedings},
  booktitle = {{SSTD}},
  pages     = {205--222},
  year      = {2011}
}

@inproceedings{chen2006sigmod,
  author    = {Yen{-}Yu Chen and
               Torsten Suel and
               Alexander Markowetz},
  title     = {Efficient query processing in geographic web search engines},
  @booktitle = {Proc. of the {ACM} {SIGMOD} International Conference on Management
               of Data, Chicago, Illinois, USA, June 27-29, 2006},
  booktitle = {{SIGMOD}},
  pages     = {277--288},
  year      = {2006}
}

@article{hjaltason99tods,
  author    = {G{\'{\i}}sli R. Hjaltason and
               Hanan Samet},
  title     = {Distance Browsing in Spatial Databases},
  journal   = {{ACM} Trans. Database Syst.},
  volume    = {24},
  number    = {2},
  pages     = {265--318},
  year      = {1999}
}

@inproceedings{Beckmann1990,
 author = {Norbert Beckmann and Hans-Peter Kriegel and Ralf Schneider and Bernhard Seeger},
 title = {The {R}*-tree: An Efficient and Robust Access Method for Points and Rectangles},
 @booktitle = {Proc. of the {ACM} {SIGMOD} International Conference on Management of Data, Atlantic City, New Jersey, USA},
 booktitle = {SIGMOD},
 pages = {322--331},
 year = {1990}
} 

@inproceedings{DBLP:conf/sigmod/BrinkhoffKS93,
  author    = {Thomas Brinkhoff and
               Hans{-}Peter Kriegel and
               Bernhard Seeger},
  title     = {Efficient Processing of Spatial Joins Using {R}-Trees},
  booktitle = {{SIGMOD}},
  pages     = {237--246},
  year      = {1993}
}

@inproceedings{chatzig17btsr,
  author    = {Georgios Chatzigeorgakidis and Dimitrios Skoutas and Kostas Patroumpas and Spiros Athanasiou and Spiros Skiadopoulos},
  title     = {Indexing Geolocated Time Series Data},
  @booktitle = {Proc. of the 25th {ACM} {SIGSPATIAL} International Conference
               on Advances in Geographic Information Systems, {GIS} 2017, Redondo
               Beach, CA, USA, November 7-10, 2017},
  booktitle = {SIGSPATIAL},
  pages     = {19:1--19:10},
  year      = {2017}
}

@inproceedings{DBLP:conf/sigmod/RoussopoulosKV95,
  author    = {Nick Roussopoulos and
               Stephen Kelley and
               Fr{\'{e}}d{\'{e}}ic Vincent},
  title     = {Nearest Neighbor Queries},
  @booktitle = {Proc. of the 1995 {ACM} {SIGMOD} International Conference on
               Management of Data, San Jose, California, May 22-25, 1995.},
  booktitle = {{SIGMOD}},
  pages     = {71--79},
  year      = {1995}
}

@inproceedings{papadias1999processing,
  title={Processing and optimization of multiway spatial joins using R-trees},
  author={Papadias, Dimitris and Mamoulis, Nikos and Theodoridis, Yannis},
  @booktitle={Proc. of the eighteenth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems},
  booktitle = {{SIGMOD}},
  pages={44--55},
  year={1999}
}

@inproceedings{qi2013efficient,
  title={Efficient top-k spatial distance joins},
  author={Qi, Shuyao and Bouros, Panagiotis and Mamoulis, Nikos},
  @booktitle={International Symposium on Spatial and Temporal Databases},
  booktitle = {{SSTD}},
  pages={1--18},
  year={2013}
}

@article{Bouros:2012:SSJ:2428536.2428537,
 author = {Bouros, Panagiotis and Ge, Shen and Mamoulis, Nikos},
 title = {Spatio-textual Similarity Joins},
 journal = {PVLDB},
 volume = {6},
 number = {1},
 year = {2012},
 pages = {1--12}
}

@inproceedings{Zhang:2014:ESS:2682647.2682773,
 author = {Zhang, Yu and Ma, Youzhong and Meng, Xiaofeng},
 title = {Efficient Spatio-textual Similarity Join Using MapReduce},
 @booktitle = {Proc. of the 2014 IEEE/WIC/ACM International Joint Conferences on Web Intelligence (WI) and Intelligent Agent Technologies (IAT) - Volume 01},
 booktitle = {{WI}}, 
 @series = {WI-IAT '14},
 year = {2014},
 pages = {52--59}
}


@inproceedings{DBLP:conf/cp/GoldinK95,
  author    = {Dina Q. Goldin and
               Paris C. Kanellakis},
  title     = {On Similarity Queries for Time-Series Data: Constraint Specification
               and Implementation},
  @booktitle = {Principles and Practice of Constraint Programming - CP'95, First International
               Conference, CP'95, Cassis, France, September 19-22, 1995, Proceedings},
  booktitle = {{CP}},               
  pages     = {137--153},
  year      = {1995}
}
@article{camerra2014kais,
  author = {Alessandro Camerra and Jin Shieh and Themis Palpanas and Thanawin Rakthanmanon and Eamonn J. Keogh},
  title     = {Beyond one billion time series: indexing and mining very large time series collections with i {SAX2+}},
  journal = {Knowl. Inf. Syst.},
  volume = {39},
  number = {1},
  pages   = {123--151},
  year     = {2014}
}

@article{ding2008pvldb,
  author    = {Hui Ding and Goce Trajcevski and Peter Scheuermann and Xiaoyue Wang and Eamonn J. Keogh},
  title     = {Querying and mining of time series data: experimental comparison of representations and distance measures},
  journal   = {{PVLDB}},
  volume    = {1},
  number    = {2},
  pages     = {1542--1552},
  year      = {2008}
}

@inproceedings{shieh2008kdd,
  author    = {Jin Shieh and Eamonn J. Keogh},
  title     = {\emph{i}{SAX}: indexing and mining terabyte sized time series},
  booktitle = {{SIGKDD}},
  pages     = {623--631},
  year      = {2008}
}

@inproceedings{chan1999icde,
  author    = {Kin{-}pong Chan and
               Ada Wai{-}Chee Fu},
  title     = {Efficient Time Series Matching by Wavelets},
  booktitle = {ICDE},
  pages     = {126--133},
  year      = {1999}
}

@inproceedings{Guttman1984,
 author = {Antonin Guttman},
 title = {R-trees: A Dynamic Index Structure for Spatial Searching},
 booktitle = {{SIGMOD}},
 year = {1984},
 pages = {47--57}
} 


@article{graps1995cse,
  title={An Introduction to Wavelets},
  author={Graps, Amara},
  journal={IEEE Comput. Sci. Eng.},
  volume={2},
  number={2},
  pages={50--61},
  year={1995},
  publisher={IEEE}
}

@article{jessica2007dmkd,
  author    = {Jessica Lin and
               Eamonn J. Keogh and
               Li Wei and
               Stefano Lonardi},
  title     = {Experiencing {SAX:} a novel symbolic representation of time series},
  journal   = {Data Min. Knowl. Discov.},
  volume    = {15},
  number    = {2},
  pages     = {107--144},
  year      = {2007}
}

@inproceedings{camerra2010icdm,
  author    = {Alessandro Camerra and
               Themis Palpanas and
               Jin Shieh and
               Eamonn J. Keogh},
  title     = {i{SAX} 2.0: Indexing and Mining One Billion Time Series},
  @booktitle = {{ICDM} 2010, The 10th {IEEE} International Conference on Data Mining,
               Sydney, Australia, 14-17 December 2010},
booktitle = {{ICDM}},  
  pages     = {58--67},
  year      = {2010}
}

@inproceedings{zoumpatianos2014sigmod,
  author    = {Kostas Zoumpatianos and
               Stratos Idreos and
               Themis Palpanas},
  title     = {Indexing for interactive exploration of big data series},
  @booktitle = {International Conference on Management of Data, {SIGMOD} 2014, Snowbird,
               UT, USA, June 22-27, 2014},
  booktitle = {{SIGMOD}},
  pages     = {1555--1566},
  year      = {2014}
}


@article{cong2009vldb,
  author    = {Gao Cong and
               Christian S. Jensen and
               Dingming Wu},
  title     = {Efficient Retrieval of the Top-k Most Relevant Spatial Web Objects},
  journal   = {{PVLDB}},
  volume    = {2},
  number    = {1},
  pages     = {337--348},
  year      = {2009}
}

@article{wu2012vldbj,
  author    = {Dingming Wu and
               Gao Cong and
               Christian S. Jensen},
  title     = {A framework for efficient spatial web object retrieval},
  journal   = {{VLDB} J.},
  volume    = {21},
  number    = {6},
  pages     = {797--822},
  year      = {2012}
}

@article{haar1910theorie,
  title={Zur theorie der orthogonalen funktionensysteme},
  author={Haar, Alfred},
  journal={Mathematische Annalen},
  volume={69},
  number={3},
  pages={331--371},
  year={1910},
  publisher={Springer}
}

@inproceedings{popivanov2002icde,
  author    = {Ivan Popivanov and
               Ren{\'{e}}e J. Miller},
  title     = {Similarity Search Over Time-Series Data Using Wavelets},
  @booktitle = {Proceedings of the 18th International Conference on Data Engineering,
               San Jose, CA, USA, February 26 - March 1, 2002},
  booktitle = {{ICDE}},  
  pages     = {212--221},
  year      = {2002}
}

@inproceedings{kashyap2011kdd,
  author    = {Shrikant Kashyap and
               Panagiotis Karras},
  title     = {Scalable k{NN} search on vertically stored time series},
  @booktitle = {Proceedings of the 17th {ACM} {SIGKDD} International Conference on
               Knowledge Discovery and Data Mining, San Diego, CA, USA, August 21-24,
               2011},
  booktitle = {{SIGKDD}},
  pages     = {1334--1342},
  year      = {2011}
}

@article{keogh2001paa,
  author    = {Eamonn J. Keogh and
               Kaushik Chakrabarti and
               Michael J. Pazzani and
               Sharad Mehrotra},
  title     = {Dimensionality Reduction for Fast Similarity Search in Large Time
               Series Databases},
  journal   = {Knowl. Inf. Syst.},
  volume    = {3},
  number    = {3},
  pages     = {263--286},
  year      = {2001}
}

@inproceedings{faloutsos2000vldb,
  author    = {Byoung{-}Kee Yi and
               Christos Faloutsos},
  title     = {Fast Time Sequence Indexing for Arbitrary {Lp} Norms},
  @booktitle = {{VLDB} 2000, Proceedings of 26th International Conference on Very
               Large Data Bases, September 10-14, 2000, Cairo, Egypt},
  booktitle = {{VLDB}},
  pages     = {385--394},
  year      = {2000}
}

@inproceedings{palpanas2016bigsm,
  author    = {Themis Palpanas},
  title     = {Big Sequence Management: {A} glimpse of the Past, the Present, and
               the Future},
  @booktitle = {{SOFSEM} 2016: Theory and Practice of Computer Science - 42nd International
               Conference on Current Trends in Theory and Practice of Computer Science,
               Harrachov, Czech Republic, January 23-28, 2016, Proceedings},
  booktitle = {{SOFSEM}},
  pages     = {63--80},
  year      = {2016}
}

@article{chen2013pvldb,
  author    = {Lisi Chen and
               Gao Cong and
               Christian S. Jensen and
               Dingming Wu},
  title     = {Spatial Keyword Query Processing: An Experimental Evaluation},
  journal   = {{PVLDB}},
  volume    = {6},
  number    = {3},
  pages     = {217--228},
  year      = {2013}
}

@inproceedings{christoforaki2011cikm,
  author    = {Maria Christoforaki and
               Jinru He and
               Constantinos Dimopoulos and
               Alexander Markowetz and
               Torsten Suel},
  title     = {Text vs. space: efficient geo-search query processing},
  @booktitle = {Proceedings of the 20th {ACM} Conference on Information and Knowledge
               Management, {CIKM} 2011, Glasgow, United Kingdom, October 24-28, 2011},
  booktitle = {{CIKM}},
  pages     = {423--432},
  year      = {2011}
}

@article{zhisheng2011tkde,
  author    = {Zhisheng Li and
               Ken C. K. Lee and
               Baihua Zheng and
               Wang{-}Chien Lee and
               Dik Lun Lee and
               Xufa Wang},
  title     = {{IR}-Tree: An Efficient Index for Geographic Document Search},
  journal   = {{IEEE} Trans. Knowl. Data Eng.},
  volume    = {23},
  number    = {4},
  pages     = {585--599},
  year      = {2011}
}

@inproceedings{defelipe2008icde,
  author    = {Ian De Felipe and
               Vagelis Hristidis and
               Naphtali Rishe},
  title     = {Keyword Search on Spatial Databases},
  @booktitle = {Proceedings of the 24th International Conference on Data Engineering,
               {ICDE} 2008, April 7-12, 2008, Canc{\'{u}}n, M{\'{e}}xico},
  booktitle = {{ICDE}},  
  pages     = {656--665},
  year      = {2008}
}

@inproceedings{hariharan2007ssdbm,
  author    = {Ramaswamy Hariharan and
               Bijit Hore and
               Chen Li and
               Sharad Mehrotra},
  title     = {Processing Spatial-Keyword {(SK)} Queries in Geographic Information
               Retrieval {(GIR)} Systems},
  @booktitle = {19th International Conference on Scientific and Statistical Database
               Management, {SSDBM} 2007, 9-11 July 2007, Banff, Canada, Proceedings},
  booktitle = {{SSDBM}},
  pages     = {16},
  year      = {2007}
}

@inproceedings{cary2010ssdbm,
  author    = {Ariel Cary and
               Ouri Wolfson and
               Naphtali Rishe},
  title     = {Efficient and Scalable Method for Processing Top-k Spatial Boolean
               Queries},
  @booktitle = {Scientific and Statistical Database Management, 22nd International
               Conference, {SSDBM} 2010, Heidelberg, Germany, June 30 - July 2, 2010.
               Proceedings},
  booktitle = {{SSDBM}},  
  pages     = {87--95},
  year      = {2010}
}

@inproceedings{rocha2011ssd,
  author    = {Jo{\~{a}}o B. Rocha{-}Junior and
               Orestis Gkorgkas and
               Simon Jonassen and
               Kjetil N{\o}rv{\aa}g},
  title     = {Efficient Processing of Top-k Spatial Keyword Queries},
  @booktitle = {Advances in Spatial and Temporal Databases - 12th International Symposium,
               {SSTD} 2011, Minneapolis, MN, USA, August 24-26, 2011, Proceedings},
  booktitle = {{SSTD}},
  pages     = {205--222},
  year      = {2011}
}

@inproceedings{chen2006sigmod,
  author    = {Yen{-}Yu Chen and
               Torsten Suel and
               Alexander Markowetz},
  title     = {Efficient query processing in geographic web search engines},
  @booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management
               of Data, Chicago, Illinois, USA, June 27-29, 2006},
  booktitle = {{SIGMOD}},
  pages     = {277--288},
  year      = {2006}
}

@article{hjaltason99tods,
  author    = {G{\'{\i}}sli R. Hjaltason and
               Hanan Samet},
  title     = {Distance Browsing in Spatial Databases},
  journal   = {{ACM} Trans. Database Syst.},
  volume    = {24},
  number    = {2},
  pages     = {265--318},
  year      = {1999}
}

@inproceedings{Beckmann1990,
 author = {Norbert Beckmann and Hans-Peter Kriegel and Ralf Schneider and Bernhard Seeger},
 title = {The {R}*-tree: An Efficient and Robust Access Method for Points and Rectangles},
 @booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data, Atlantic City, New Jersey, USA},
 booktitle = {SIGMOD},
 pages = {322--331},
 year = {1990}
}

@inproceedings{chatzig17btsr,
  author    = {Georgios Chatzigeorgakidis and Dimitrios Skoutas and Kostas Patroumpas and Spiros Athanasiou and Spiros Skiadopoulos},
  title     = {Indexing Geolocated Time Series Data},
  @booktitle = {Proceedings of the 25th {ACM} {SIGSPATIAL} International Conference
               on Advances in Geographic Information Systems, {GIS} 2017, Redondo
               Beach, CA, USA, November 7-10, 2017},
  booktitle = {SIGSPATIAL},
  pages     = {19:1--19:10},
  year      = {2017}
}


@article{neamtu2016vldb,
 author = {Rodica Neamtu and Ramoza  Ahsan and Elke Rundensteiner and Gabor Sarkozy},
 title = {Interactive Time Series Exploration Powered by the Marriage of Similarity Distances},
 journal = {Proc. VLDB Endow.},
 issue_date = {November 2016},
 volume = {10},
 number = {3},
 year = {2016},
 pages = {169--180}
} 


@article{siddiqui2016vldb,
 author = {Tarique Siddiqui and Albert Kim and John Lee and Karrie Karahalios and Aditya Parameswaran},
 title = {Effortless Data Exploration with Zenvisage: An Expressive and Interactive Visual Analytics System},
 journal = {Proc. VLDB Endow.},
 issue_date = {November 2016},
 volume = {10},
 number = {4},
 year = {2016},
 pages = {457--468}
} 


@article{rahman2017vldb,
 author = {Sajjadur Rahman and Maryam Aliakbarpour and Ha Kyung Kong and Eric Blais and Karrie Karahalios and Aditya Parameswaran and Ronitt Rubinfield},
 title = {I'Ve Seen "Enough": Incrementally Improving Visualizations to Support Rapid Decision Making},
 journal = {Proc. VLDB Endow.},
 issue_date = {August 2017},
 volume = {10},
 number = {11},
 year = {2017},
 pages = {1262--1273}
} 


@article{pang2017vldb,
 author = {Zhifei Pang and Sai Wu and  Gang Chen and Ke Chen and Lidan Shou},
 title = {FlashView: An Interactive Visual Explorer for Raw Data},
 journal = {Proc. VLDB Endow.},
 issue_date = {August 2017},
 volume = {10},
 number = {12},
 year = {2017},
 pages = {1869--1872}
} 


@article{demiralp2017vldb,
 author = {\c{C}a\u{g}atay Demiralp and Peter J.Haas and Srinivasan Parthasarathy and Tejaswini Pedapati},
 title = {Foresight: Recommending Visual Insights},
 journal = {Proc. VLDB Endow.},
 issue_date = {August 2017},
 volume = {10},
 number = {12},
 year = {2017},
 pages = {1937--1940}
} 


@article{mottin2017vldb,
 author = {Davide Mottin and Matteo Lissandrini and Yannis Velegrakis and Themis Palpanas},
 title = {New Trends on Exploratory Methods for Data Analytics},
 journal = {Proc. VLDB Endow.},
 issue_date = {August 2017},
 volume = {10},
 number = {12},
 year = {2017},
 pages = {1977--1980}
} 



@article{wu2014vldb,
 author = {Eugene Wu and Leilani Battle and Samuel R. Madden},
 title = {The Case for Data Visualization Management Systems: Vision Paper},
 journal = {Proc. VLDB Endow.},
 issue_date = {June 2014},
 volume = {7},
 number = {10},
 year = {2014},
 pages = {903--906}
} 


@inproceedings{chan2008vast,
  author    = {Sye{-}Min Chan and
               Ling Xiao and
               John Gerth and
               Pat Hanrahan},
  title     = {Maintaining interactivity while exploring massive time series},
  booktitle = {{IEEE} {VAST}},
  pages     = {59--66},
  year      = {2008}
}


@article{zoumpatianos2015vldb,
 author = {Kostas Zoumpatianos and Stratos Idreos and Themis Palpanas},
 title = {RINSE: Interactive Data Series Exploration with ADS+},
 journal = {Proc. VLDB Endow.},
 issue_date = {August 2015},
 volume = {8},
 number = {12},
 year = {2015},
 pages = {1912--1915}
}


@article{rong2017vldb,
 author = {Kexin Rong and Peter Bailis},
 title = {ASAP: Prioritizing Attention via Time Series Smoothing},
 journal = {Proc. VLDB Endow.},
 issue_date = {August 2017},
 volume = {10},
 number = {11},
 year = {2017},
 pages = {1358--1369}
} 


@article{eravci2013vldb,
 author = {Bahaeddin Eravci and Hakan Ferhatosmanoglu},
 title = {Diversity Based Relevance Feedback for Time Series Search},
 journal = {Proc. VLDB Endow.},
 issue_date = {October 2013},
 volume = {7},
 number = {2},
 year = {2013},
 pages = {109--120}
}

@article{aschoff1965circadian,
  title={Circadian rhythms in man},
  author={Aschoff, J{\"u}rgen},
  journal={Science},
  volume={148},
  number={3676},
  pages={1427--1432},
  year={1965},
  publisher={JSTOR}
}

@inproceedings{paparrizos2015k,
  title={k-shape: Efficient and accurate clustering of time series},
  author={Paparrizos, John and Gravano, Luis},
  @booktitle={Proceedings of the 2015 ACM SIGMOD International Conference on Management of Data},
  booktitle = {{SIGMOD}},
  pages={1855--1870},
  year={2015},
  @organization={ACM}
}

@inproceedings{paraskevopoulos2017icdm,
  author    = {Paraskevopoulos, Pavlos and Pellegrini, Giovanni and Palpanas, Themis},
  title     = {TweeLoc: A System for Geolocalizing Tweets at Fine-Grain},
  @booktitle = {2017 {IEEE} International Conference on Data Mining Workshops, {ICDM}
               Workshops 2017, New Orleans, LA, USA, November 18-21, 2017},
  booktitle = {{ICDM Workshops}},
  pages     = {1178--1183},
  year      = {2017}
}

@inproceedings{battle2016sigmod,
 author = {Battle, Leilani and Chang, Remco and Stonebraker, Michael},
 title = {Dynamic Prefetching of Data Tiles for Interactive Visualization},
 @booktitle = {Proceedings of the 2016 International Conference on Management of Data},
 booktitle = {{SIGMOD}},
 @series = {SIGMOD '16},
 year = {2016},
 @location = {San Francisco, California, USA},
 pages = {1363--1375},
 @publisher = {ACM},
} 

@webpage{flink,
  title = {Apache Flink},
  url = {https://flink.apache.org/},
  urldate = {15 November 2017}
}

@webpage{hadoop,
  title = {Apache Hadoop},
  url = {https://hadoop.apache.org/},
  urldate = {15 November 2017}
}

@webpage{spark,
  title = {Apache Spark},
  url = {https://spark.apache.org/},
  urldate = {15 November 2017}
}

@online{bdbench,
  title = {Big Data Benchmark. http://prof.ict.ac.cn/BigDataBench/, Accessed 15 November 2017},
}

@webpage{daiadAlgs,
  title = {DAIAD Repository. https://github.com/DAIAD/utility-flink-FML-kNN, Accessed 15 November 2017},
}

@webpage{flinkPipeline,
  title = {Flink Jobs and Scheduling. https://ci.apache.org/projects/flink/flink-docs-master/internals/job\_scheduling.html, Accessed 21 December 2017},
}

@book{sagan2012space,
  title = {Space-filling curves},
  author = {Sagan, Hans},
  publisher = {Springer Science \& Business Media},
  year = {2012},
  address = {New York City}
}

@inproceedings{chatzigeorgakidis2015mapreduce,
  title={A MapReduce based k-NN joins probabilistic classifier},
  author={Chatzigeorgakidis, Georgios and Karagiorgou, Sophia and Athanasiou, Spiros and Skiadopoulos, Spiros},
  booktitle={Proc. of IEEE BigData},
  pages={952--957},
  year={2015}
}

@article{oswald2001traffic,
  title={Traffic flow forecasting using approximate nearest neighbor nonparametric regression},
  author={Oswald, R Keith and Scherer, William T and Smith, Brian L},
  journal={Center for Transportation Studies, University of Virginia},
  year={2001}
}

@inproceedings{studybig2014,
   author = {Galilee, Jack and Zhou, Ying},
   title = {A Study On Implementing Iterative Algorithms Using Big Data Frameworks},
   booktitle = {School of IT Research Conversazione Posters},
   year = {2014}
}

@article{alexandrov2014stratosphere,
  title={The Stratosphere platform for big data analytics},
  author={Alexandrov, Alexander and Bergmann, Rico and Ewen, Stephan and Freytag, Johann-Christoph and Hueske, Fabian and Heise, Arvid and Kao, Odej and Leich, Marcus and Leser, Ulf and Markl, Volker and others},
  journal={The VLDB Journal},
  volume={23},
  number={6},
  pages={939--964},
  year={2014},
  publisher={Springer-Verlag New York, Inc.}
}

@article{bohm2004knn,
  title={The k-nearest neighbour join: Turbo charging the KDD process},
  author={Böhm, Christian and Krebs, Florian},
  journal={Knowledge and Information Systems},
  volume={6},
  number={6},
  pages={728--749},
  year={2004},
  publisher={Springer}
}

@inproceedings{garcia2015water,
  author={Garc{\'\i}a Valverde, Diego and Quevedo Cas{\'\i}n, Joseba Jokin and Puig Cayuela, Vicen{\c{c}} and Saludes Closa, Jordi and others},
  title={Water demand estimation and outlier detection from smart meter data using classification and Big Data methods},  
  booktitle={2nd Conference in New Developments in IT \& Water},
  pages={1--8},
  year={2015}
}

@inproceedings{berchtold1998his,
   author = {Berchtold, S. and Keim Daniel, A.},
   title = {Indexing High-dimensional Space: Database Support for Next Decades's Applications},
   booktitle = {Proc. of ACM SIGMOD},
   year = {1998}
}

@inproceedings{studybig2014,
   author = {Galilee, Jack and Zhou, Ying},
   title = {A Study On Implementing Iterative Algorithms Using Big Data Frameworks},
   booktitle = {School of IT Research Conversazione Posters},
   year = {2014}
}

@inproceedings{liao2001SFC,
  title={High dimensional similarity search with space filling curves},
  author={Liao, Swanwa and Lopez, Mario and Leutenegger, Scott T},
  booktitle={Proc. of IEEE ICDE},
  pages={615--622},
  year={2001}
}

@inproceedings{indyk1998ann,
   author = {Indyk, P. and Motwani, R.},
   title = {Approximate Nearest Neighbors: Towards Removing the Curse of Dimensionality},
   booktitle = {Proc. of ACM STOC},
   year = {1998},
   pages = {604--613}
}

@inproceedings{gionis1999ssh,
   author = {Gionis, A. and Indyk, P. and Motwani, R.},
   title = {Similarity Search in High Dimensions via Hashing},
   booktitle = {Proc. of VLDB},
   year = {1999},
   pages = {518--529}
}

@inproceedings{faloutsos1986mhu,
   author = {Faloutsos, C.},
   title = {Multiattribute Hashing Using Gray Codes},
   booktitle = {Proc. of ACM SIGMOD},
   year = {1986},
   pages = {227--238},
}

@article{chatzigeorgakidis2018fml,
  title={FML-kNN: scalable machine learning on Big Data using k-nearest neighbor joins},
  author={Chatzigeorgakidis, Georgios and Karagiorgou, Sophia and Athanasiou, Spiros and Skiadopoulos, Spiros},
  journal={Journal of Big Data},
  volume={5},
  number={1},
  pages={4},
  year={2018},
  publisher={SpringerOpen}
}

@article{lawder2001qmd,
  title={Querying multi-dimensional data indexed using the Hilbert space-filling curve},
  author={Lawder, Jonathan K. and King, Peter J. H.},
  journal={ACM SIGMOD Record},
  volume={30},
  number={1},
  pages={19--24},
  year={2001}
}

@techreport{lawder00calculationof,
    author = {J.K. Lawder},
    title = {Calculation of Mappings Between One and n-dimensional Values Using the Hilbert Space-filling Curve},
    institution = {Birkbeck College, University of London},
    year = {2000}
}

@article{asano1997scu,
  title={Space-filling curves and their use in the design of geometric data structures},
  author={Asano, Tetsuo and Ranjan, Desh and Roos, Thomas and Welzl, Emo and Widmayer, Peter},
  journal={Theoretical Computer Science},
  volume={181},
  number={1},
  pages={3--15},
  year={1997}
}

@inproceedings{orenstein1984cds,
   author = {Orenstein, J. A. and Merrett, T. H.},
   title = {A Class of Data Structures for Associative Searching},
   booktitle = {Proc. of the 3rd ACM SIGACT-SIGMOD Symposium on Principles of Database Systems},
   year = {1984},
   pages = {181--190},
}

@inproceedings{jagadish1990lco,
   author = {Jagadish, H. V.},
   title = {Linear Clustering of Objects with Multiple Attributes},
   booktitle = {Proc. of ACM SIGMOD},
   year = {1990},
   pages = {332--342},
}

@inproceedings{mokbel2002pms,
  title={Performance of multi-dimensional space-filling curves},
  author={Mokbel, Mohamed F and Aref, Walid G and Kamel, Ibrahim},
  booktitle={Proc. of ACM SIGSPATIAL},
  pages={149--154},
  year={2002}
}

@inproceedings{yao2010knn,
  title={K nearest neighbor queries and knn-joins in large relational databases (almost) for free},
  author={Yao, Bin and Li, Feifei and Kumar, Piyush},
  booktitle={Proc. of IEEE ICDE},
  pages={4--15},
  year={2010}
}

@article{dean2008msd,
  title={MapReduce: simplified data processing on large clusters},
  author={Dean, Jeffrey and Ghemawat, Sanjay},
  journal={Communications of the ACM},
  volume={51},
  number={1},
  pages={107--113},
  year={2008},
}

@inproceedings{song2015hal,
    title = {Solutions for Processing K Nearest Neighbor Joins for Massive Data on MapReduce},
    author = {Song, G. and Rochas, J. and Huet, F. and Magoul{\`e}s, F.},
    booktitle = {Proc. of PDP},
    pages={279--287},
    year = {2015}
}

@inproceedings{zhang2012epk,
   author = {Zhang, C. and Li, F. and Jestes, J.},
   title = {Efficient Parallel kNN Joins for Large Data in MapReduce},
   booktitle = {Proc. of EDBT},
   year = {2012},
   pages = {38--49}
}

@inproceedings{stupar2010rankreduce,
  title={RankReduce: processing k-nearest neighbor queries on top of MapReduce},
  author={Stupar, Aleksandar and Michel, Sebastian and Schenkel, Ralf},
  booktitle={Proc. of LSDS-IR},
  pages={13--18},
  year={2010}
}

@inproceedings{chen2011aab,
   author = {Chen, F. and Dai, J. and Wang, B. and Sahu, S. and Naphade, M. and Lu, C.},
   title = {Activity Analysis Based on Low Sample Rate Smart Meters},
   booktitle = {Proc. of ACM SIGKDD},
   year = {2011},
   pages = {240--248}
}

@inproceedings{wei2006semi,
  title={Semi-supervised time series classification},
  author={Wei, Li and Keogh, Eamonn},
  booktitle={Proc. of ACM SIGKDD},
  pages={748--753},
  year={2006}  
}

@article{schwarz2012lpss,
  title={Rapid Energy Consumption Pattern Detection with In-Memory Technology},
  author={Schwarz, Christian and Leupold, Felix and Schubotz, Tobias and Januschowski, Tim and Plattner, Hasso and Center, SAP Innovation},
  journal={Int'l Journal on Advances in Intelligent Systems},
  volume={5},
  number={3 \& 4},
  year={2012},
}

@article{Xu2011mwk,
  title={Multi-label weighted k-nearest neighbor classifier with adaptive weight estimation},
  author={Xu, Jianhua},
  journal={Neural Information Processing},
  pages={79--88},
  year={2011},
  organization={Springer}
}

@inproceedings{Kermany2013aam,
  author = {Kermany, E. and Mazzawi, H. and Baras, D. and Naveh, Y. and Michaelis, H.gai},
  title = {Analysis of Advanced Meter Infrastructure Data of Water Consumption in Apartment Buildings},
  booktitle = {Proc. of ACM SIGKDD},
  year = {2013},
  pages = {1159--1167}
}

@article{staDaiad,
  title = {DAIAD Deliverable 1.1, State of the art Report},
  author = {Athanasiou, S. and Giannopoulos, G. and Sartorius, C. and Peters, A. and Staake, T. and Stiefmeier, T. and Kupfer, A. and Kouvaras, Y. and Dant, L.},
  year = {2014},
}

@article{Gou2011jcp,
  title={A novel weighted voting for k-nearest neighbor rule},
  author={Gou, Jianping and Xiong, Taisong and Kuang, Yin},
  journal={JCP},
  volume={6},
  number={5},
  pages={833--840},
  year={2011}
}

@inproceedings{lv2007mle,
  author = {Lv, Q. and Josephson, W. and Wang, Z. and Charikar, M. and Li, K.},
  title = {Multi-probe LSH: Efficient Indexing for High-dimensional Similarity Search},
  booktitle = {Proc. of VLDB},
  year = {2007},
  pages = {950--961}
}

@inproceedings{tao2009qeh,
  author = {Tao, Y. and Yi, K. and Sheng, C. and Kalnis, P.},
  title = {Quality and Efficiency in High Dimensional Nearest Neighbor Search},
  booktitle = {Proc. of ACM SIGMOD},
  year = {2009},
  pages = {563--576},
}

@article{sundaram2013sss,
  title={Streaming similarity search over one billion tweets using parallel locality-sensitive hashing},
  author={Sundaram, Narayanan and Turmukhametova, Aizana and Satish, Nadathur and Mostak, Todd and Indyk, Piotr and Madden, Samuel and Dubey, Pradeep},
  journal={PVLDB},
  volume={6},
  number={14},
  pages={1930--1941},
  year={2013},
}

@article{ding2008querying,
  title={Querying and mining of time series data: experimental comparison of representations and distance measures},
  author={Ding, Hui and Trajcevski, Goce and Scheuermann, Peter and Wang, Xiaoyue and Keogh, Eamonn},
  journal={Proceedings of the VLDB Endowment},
  volume={1},
  number={2},
  pages={1542--1552},
  year={2008},
}

@article{swp2011,
  title={Smart Water Pilot Study Report},
  author={Naphade, M. and Lyons, D. and Kohlmann, C.A. and Steinhauser, C.},
  journal={IBM Research},
  year={2011}
}

@article{bdse2013,
  title={Big Data, Smart Energy, and Predictive Analytics: Time Series Prediction of Smart Energy Data},
  author={Silipo, R. and Winters, P.},
  journal={KNIME.com},
  year={2013}
}

@article {wrcr12805,
author = {House-Peters, Lily A. and Chang, Heejun},
title = {Urban water demand modeling: Review of concepts, methods, and organizing principles},
journal = {Water Resources Research},
year = {2011},
volume = {47},
number = {5}
}

@article {davies1979bouldin, 
author={D. L. Davies and D. W. Bouldin}, 
journal={IEEE Transactions on Pattern Analysis and Machine Intelligence}, 
title={A Cluster Separation Measure}, 
year={1979}, 
volume={PAMI-1}, 
number={2}, 
pages={224-227}
}

@article{singh2012performance,
  title={Performance evaluation of k-means and heirarichal clustering in terms of accuracy and running time},
  author={Singh, Nidhi and Singh, Divakar},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
  year={2012},
  pages={4119--4121}
}

@article{panda2012comparing,
  title={Comparing fuzzy-C means and K-means clustering techniques: a comprehensive study},
  author={Panda, Sandeep and Sahu, Sanat and Jena, Pradeep and Chattopadhyay, Subhagata},
  journal={Advances in Computer Science, Engineering \& Applications},
  pages={451--460},
  year={2012},
  publisher={Springer}
}

@article{sehgal2014comparison,
  title={Comparison of various clustering algorithms},
  author={Sehgal, Garima and Garg, Dr Kanwal},
  journal={International Journal of Computer Science and Information Technologies},
  year={2014},
  pages={3074--3076}
}

@article{jung2014clustering,
  title={Clustering performance comparison using K-means and expectation maximization algorithms},
  author={Jung, Yong Gyu and Kang, Min Soo and Heo, Jun},
  journal={Biotechnology \& Biotechnological Equipment},
  volume={28},
  number={sup1},
  pages={S44--S48},
  year={2014},
  publisher={Taylor \& Francis}
}

@book{colas2009data,
  title={Data mining scenarios for the discovery of subtypes and the comparison of algorithms},
  author={Colas, Fabrice Pierre Robert and others},
  year={2009},
  publisher={Leiden Institute of Advanced Computer Science (LIACS), Faculty of Science, Leiden University},
  address = {Leiden, The Netherlands}
}

@article{amancio2014systematic,
  title={A systematic comparison of supervised classifiers},
  author={Amancio, Diego Raphael and Comin, Cesar Henrique and Casanova, Dalcimar and Travieso, Gonzalo and Bruno, Odemir Martinez and Rodrigues, Francisco Aparecido and da Fontoura Costa, Luciano},
  journal={PloS one},
  volume={9},
  number={4},
  pages={e94137},
  year={2014},
  publisher={Public Library of Science}
}

@article{yang1999evaluation,
  title={An evaluation of statistical approaches to text categorization},
  author={Yang, Yiming},
  journal={Information retrieval},
  volume={1},
  number={1},
  pages={69--90},
  year={1999},
  publisher={Springer}
}

@inproceedings{linkg2005multi, 
  author={Min-Ling Zhang and Zhi-Hua Zhou}, 
  booktitle={2005 IEEE International Conference on Granular Computing}, 
  title={A k-nearest neighbor based algorithm for multi-label classification}, 
  year={2005}, 
  volume={2}, 
  pages={718-721 Vol. 2}, 
  doi={10.1109/GRC.2005.1547385}, 
  month={July}
}

@inproceedings{yi1998efficient,
  title={Efficient retrieval of similar time sequences under time warping},
  author={Yi, Byoung-Kee and Jagadish, HV and Faloutsos, Christos},
  booktitle={Data Engineering, 1998. Proceedings., 14th International Conference on},
  pages={201--208},
  year={1998},
  organization={IEEE}
}

@article{kodinariya2013kmeans,
  author = {Kodinariya, Trupti and Dan Makwana, P.R.},
  year = {2013},
  month = {01},
  pages = {90-95},
  title = {Review on Determining of Cluster in K-means Clustering},
  volume = {1},
  booktitle = {International Journal of Advance Research in Computer Science and Management Studies}
}

@url{flink,
  Title = {Apache Flink},
  Url = {https://flink.apache.org/}
}

@url{weather,
  Title = {Weather Underground},
  Url = {http://www.wunderground.com/}
}

@url{hadoop,
  Title = {Apache Hadoop},
  Url = {https://hadoop.apache.org/}
}

@url{bdbench,
  Title = {Big Data Benchmark},
  Url = {http://prof.ict.ac.cn/BigDataBench/}
}

@url{spark,
  Title = {Apache Spark},
  Url = {https://spark.apache.org/}
}

@inproceedings{studybig2014,
 author = {Galilee, Jack and Zhou, Ying},
 title = {A Study On Implementing Iterative Algorithms Using Big Data Frameworks},
 booktitle = {School of IT Research Conversazione Posters},
 year = {2014}
}

@article{alexandrov2014stratosphere,
  title={The Stratosphere platform for big data analytics},
  author={Alexandrov, Alexander and Bergmann, Rico and Ewen, Stephan and Freytag, Johann-Christoph and Hueske, Fabian and Heise, Arvid and Kao, Odej and Leich, Marcus and Leser, Ulf and Markl, Volker and others},
  journal={The VLDB Journal},
  volume={23},
  number={6},
  pages={939--964},
  year={2014},
  publisher={Springer-Verlag New York, Inc.}
}

@article{bohm2004knn,
 title={The k-nearest neighbour join: Turbo charging the KDD process},
 author={Böhm, Christian and Krebs, Florian},
 journal={Knowledge and Information Systems},
 volume={6},
 number={6},
 pages={728--749},
 year={2004},
 publisher={Springer}
}

@inproceedings{garcia2015water,
 author={Garc{\'\i}a Valverde, Diego and Quevedo Cas{\'\i}n, Joseba Jokin and Puig Cayuela, Vicen{\c{c}} and Saludes Closa, Jordi and others},
 title={Water demand estimation and outlier detection from smart meter data using classification and Big Data methods}, 
 booktitle={2nd Conference in New Developments in IT \& Water},
 pages={1--8},
 year={2015}
}

@inproceedings{berchtold1998his,
 author = {Berchtold, S. and Keim Daniel, A.},
 title = {Indexing High-dimensional Space: Database Support for Next Decades's Applications},
 booktitle = {Proc. of ACM SIGMOD},
 year = {1998},
 publisher = {ACM},
}

@inproceedings{liao2001SFC,
 title={High dimensional similarity search with space filling curves},
 author={Liao, Swanwa and Lopez, Mario and Leutenegger, Scott T},
 booktitle={Proc. of IEEE ICDE},
 pages={615--622},
 year={2001}
}

@inproceedings{indyk1998ann,
 author = {Indyk, P. and Motwani, R.},
 title = {Approximate Nearest Neighbors: Towards Removing the Curse of Dimensionality},
 booktitle = {Proc. of ACM STOC},
 year = {1998},
 pages = {604--613}
}

@inproceedings{gionis1999ssh,
 author = {Gionis, A. and Indyk, P. and Motwani, R.},
 title = {Similarity Search in High Dimensions via Hashing},
 booktitle = {Proc. of VLDB},
 year = {1999},
 pages = {518--529}
}

@inproceedings{faloutsos1986mhu,
 author = {Faloutsos, C.},
 title = {Multiattribute Hashing Using Gray Codes},
 booktitle = {Proc. of ACM SIGMOD},
 year = {1986},
 pages = {227--238},
}

@article{lawder2001qmd,
 title={Querying multi-dimensional data indexed using the Hilbert space-filling curve},
 author={Lawder, Jonathan K. and King, Peter J. H.},
 journal={ACM SIGMOD Record},
 volume={30},
 number={1},
 pages={19--24},
 year={2001},
 publisher={ACM}
}

@article{asano1997scu,
 title={Space-filling curves and their use in the design of geometric data structures},
 author={Asano, Tetsuo and Ranjan, Desh and Roos, Thomas and Welzl, Emo and Widmayer, Peter},
 journal={Theoretical Computer Science},
 volume={181},
 number={1},
 pages={3--15},
 year={1997},
 publisher={Elsevier}
}

@inproceedings{orenstein1984cds,
 author = {Orenstein, J. A. and Merrett, T. H.},
 title = {A Class of Data Structures for Associative Searching},
 booktitle = {Proc. of the 3rd ACM SIGACT-SIGMOD Symposium on Principles of Database Systems},
 year = {1984},
 pages = {181--190},
}

@inproceedings{jagadish1990lco,
 author = {Jagadish, H. V.},
 title = {Linear Clustering of Objects with Multiple Attributes},
 booktitle = {Proc. of ACM SIGMOD},
 year = {1990},
 pages = {332--342},
}

@inproceedings{mokbel2002pms,
 title={Performance of multi-dimensional space-filling curves},
 author={Mokbel, Mohamed F and Aref, Walid G and Kamel, Ibrahim},
 booktitle={Proc. of ACM SIGSPATIAL},
 pages={149--154},
 year={2002}
}

@inproceedings{yao2010knn,
 title={K nearest neighbor queries and knn-joins in large relational databases (almost) for free},
 author={Yao, Bin and Li, Feifei and Kumar, Piyush},
 booktitle={Proc. of IEEE ICDE},
 pages={4--15},
 year={2010}
}

@article{dean2008msd,
 title={MapReduce: simplified data processing on large clusters},
 author={Dean, Jeffrey and Ghemawat, Sanjay},
 journal={Communications of the ACM},
 volume={51},
 number={1},
 pages={107--113},
 year={2008},
 publisher={ACM}
}

@inproceedings{song2015hal,
 title = {Solutions for Processing K Nearest Neighbor Joins for Massive Data on MapReduce},
 author = {Song, G. and Rochas, J. and Huet, F. and Magoul{\`e}s, F.},
 booktitle = {Proc. of PDP},
 year = {2015}
}

@inproceedings{zhang2012epk,
 author = {Zhang, C. and Li, F. and Jestes, J.},
 title = {Efficient Parallel kNN Joins for Large Data in MapReduce},
 booktitle = {Proc. of EDBT},
 year = {2012},
 pages = {38--49}
}

@inproceedings{stupar2010rankreduce,
 title={RankReduce: processing k-nearest neighbor queries on top of MapReduce},
 author={Stupar, Aleksandar and Michel, Sebastian and Schenkel, Ralf},
 booktitle={Proc. of LSDS-IR},
 pages={13--18},
 year={2010}
}

@inproceedings{chen2011aab,
 author = {Chen, F. and Dai, J. and Wang, B. and Sahu, S. and Naphade, M. and Lu, C.},
 title = {Activity Analysis Based on Low Sample Rate Smart Meters},
 booktitle = {Proc. of ACM SIGKDD},
 year = {2011},
 pages = {240--248}
}

@inproceedings{wei2006semi,
 title={Semi-supervised time series classification},
 author={Wei, Li and Keogh, Eamonn},
 booktitle={Proc. of ACM SIGKDD},
 pages={748--753},
 year={2006} 
}

@article{schwarz2012lpss,
 title={Rapid Energy Consumption Pattern Detection with In-Memory Technology},
 author={Schwarz, Christian and Leupold, Felix and Schubotz, Tobias and Januschowski, Tim and Plattner, Hasso and Center, SAP Innovation},
 journal={Int'l Journal on Advances in Intelligent Systems},
 volume={5},
 number={3 \& 4},
 year={2012},
 publisher={Citeseer}
}

@article{Xu2011mwk,
 title={Multi-label weighted k-nearest neighbor classifier with adaptive weight estimation},
 author={Xu, Jianhua},
 journal={Neural Information Processing},
 pages={79--88},
 year={2011},
 organization={Springer}
}

@inproceedings{Kermany2013aam,
  author = {Kermany, E. and Mazzawi, H. and Baras, D. and Naveh, Y. and Michaelis, H.gai},
  title = {Analysis of Advanced Meter Infrastructure Data of Water Consumption in Apartment Buildings},
  booktitle = {Proc. of ACM SIGKDD},
  year = {2013},
  pages = {1159--1167}
}

@article{staDaiad,
  title = {DAIAD Deliverable 1.1, State of the art Report},
  author = {Athanasiou, S. and Giannopoulos, G. and Sartorius, C. and Peters, A. and Staake, T. and Stiefmeier, T. and Kupfer, A. and Kouvaras, Y. and Dant, L.},
  year = {2014},
}

@article{Gou2011jcp,
 title={A novel weighted voting for k-nearest neighbor rule},
 author={Gou, Jianping and Xiong, Taisong and Kuang, Yin},
 journal={JCP},
 volume={6},
 number={5},
 pages={833--840},
 year={2011}
}

@inproceedings{lv2007mle,
  author = {Lv, Q. and Josephson, W. and Wang, Z. and Charikar, M. and Li, K.},
  title = {Multi-probe LSH: Efficient Indexing for High-dimensional Similarity Search},
  booktitle = {Proc. of VLDB},
  year = {2007},
  pages = {950--961}
}

@inproceedings{tao2009qeh,
  author = {Tao, Y. and Yi, K. and Sheng, C. and Kalnis, P.},
  title = {Quality and Efficiency in High Dimensional Nearest Neighbor Search},
  booktitle = {Proc. of ACM SIGMOD},
  year = {2009},
  pages = {563--576},
}

@article{sundaram2013sss,
  title={Streaming similarity search over one billion tweets using parallel locality-sensitive hashing},
  author={Sundaram, Narayanan and Turmukhametova, Aizana and Satish, Nadathur and Mostak, Todd and Indyk, Piotr and Madden, Samuel and Dubey, Pradeep},
  journal={PVLDB},
  volume={6},
  number={14},
  pages={1930--1941},
  year={2013},
  publisher={VLDB Endowment}
}

@article{ding2008querying,
 title={Querying and mining of time series data: experimental comparison of representations and distance measures},
 author={Ding, Hui and Trajcevski, Goce and Scheuermann, Peter and Wang, Xiaoyue and Keogh, Eamonn},
 journal={Proceedings of the VLDB Endowment},
 volume={1},
 number={2},
 pages={1542--1552},
 year={2008},
 publisher={VLDB Endowment}
}

@article{swp2011,
 title={Smart Water Pilot Study Report},
 author={Naphade, M. and Lyons, D. and Kohlmann, C.A. and Steinhauser, C.},
 journal={IBM Research},
 year={2011}
}

@article{bdse2013,
 title={Big Data, Smart Energy, and Predictive Analytics. Time Series Prediction of Smart Energy Data},
 author={Silipo, R. and Winters, P.},
 journal={KNIME.com},
 year={2013}
}

@article{DBLP:journals/sigmod/Palpanas15,
  author    = {Themis Palpanas},
  title     = {Data Series Management: The Road to Big Sequence Analytics},
  journal   = {{SIGMOD} Record},
  volume    = {44},
  number    = {2},
  pages     = {47--52},
  year      = {2015}
}

@article{dpisaxjournal,
  author    = {Djamel-Edine Yagoubi and Reza Akbarinia and Florent Masseglia and Themis Palpanas},
  title     = {Massively Distributed Time Series Indexing and Querying},
  journal   = {TKDE (to appear)},
  year      = {2018}
}

@inproceedings{DBLP:conf/bigdataconf/PengFP18,
  author    = {Botao Peng and
               Panagiota Fatourou and
               Themis Palpanas},
  title     = {ParIS: The Next Destination for Fast Data Series Indexing and Query
               Answering},
  booktitle = {{IEEE BigData}},
  year      = {2018}
}

@article{DBLP:journals/pvldb/KondylakisDZP18,
  author    = {Haridimos Kondylakis and
               Niv Dayan and
               Kostas Zoumpatianos and
               Themis Palpanas},
  title     = {Coconut: {A} Scalable Bottom-Up Approach for Building Data Series
               Indexes},
  journal   = {{PVLDB}},
  volume    = {11},
  number    = {6},
  pages     = {677--690},
  year      = {2018}
}

@inproceedings{DBLP:conf/sofsem/Palpanas16,
  author    = {Themis Palpanas},
  title     = {Big Sequence Management: {A} glimpse of the Past, the Present, and
               the Future},
  booktitle = {{SOFSEM}},
  pages     = {63--80},
  year      = {2016}
}

@inproceedings{gudmundsson2006computing,
  title={Computing longest duration flocks in trajectory data},
  author={Gudmundsson, Joachim and van Kreveld, Marc},
  @booktitle={Proceedings of the 14th annual ACM international symposium on Advances in geographic information systems},
  @publisher={ACM},
  booktitle={{ACM GIS}},
  pages={35--42},
  year={2006}
}

@article{benkert2008reporting,
  title={Reporting flock patterns},
  author={Benkert, Marc and Gudmundsson, Joachim and H{\"u}bner, Florian and Wolle, Thomas},
  journal={Computational Geometry},
  @publisher={Elsevier},
  volume={41},
  number={3},
  pages={111--125},
  year={2008}
}

@inproceedings{vieira2009line,
  title={On-line discovery of flock patterns in spatio-temporal data},
  author={Vieira, Marcos R and Bakalov, Petko and Tsotras, Vassilis J},
  @booktitle={Proceedings of the 17th ACM SIGSPATIAL international conference on advances in geographic information systems},
  booktitle={{SIGSPATIAL}},
  @organization={ACM},
  pages={286--295},
  year={2009}
}

@inproceedings{tanaka2015efficient,
  title={Efficient Algorithms to Discover Flock Patterns in Trajectories.},
  author={Tanaka, Pedro Sena and Vieira, Marcos R and Kaster, Daniel S},
  booktitle={GeoInfo},
  pages={56--67},
  year={2015}
}

@inproceedings{zhu2002statstream,
  title={Statstream: Statistical monitoring of thousands of data streams in real time},
  author={Zhu, Yunyue and Shasha, Dennis},
  @booktitle={VLDB'02: Proceedings of the 28th International Conference on Very Large Databases},
  booktitle={{VLDB}},
  pages={358--369},
  year={2002}
}

@inproceedings{cole2005fast,
  title={Fast window correlations over uncooperative time series},
  author={Cole, Richard and Shasha, Dennis and Zhao, Xiaojian},
  @booktitle={Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining},
  booktitle={{SIGKDD}},
  @organization={ACM},
  pages={743--749},
  year={2005}
}

@inproceedings{papadimitriou2006local,
  title={Local correlation tracking in time series},
  author={Papadimitriou, Spiros and Sun, Jimeng and Philip, S Yu},
  @booktitle={Sixth International Conference on Data Mining (ICDM'06)},
  @organization={IEEE},
  booktitle={{ICDM}},
  pages={456--465},
  year={2006}
}

@inproceedings{rakthanmanon2012searching,
  title={Searching and mining trillions of time series subsequences under dynamic time warping},
  author={Rakthanmanon, Thanawin and Campana, Bilson and Mueen, Abdullah and Batista, Gustavo and Westover, Brandon and Zhu, Qiang and Zakaria, Jesin and Keogh, Eamonn},
  @booktitle={Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining},
  booktitle={{SIGKDD}},
  @organization={ACM},
  pages={262--270},
  year={2012}
}

@inproceedings{yeh2016matrix,
  title={Matrix profile I: all pairs similarity joins for time series: a unifying view that includes motifs, discords and shapelets},
  author={Yeh, Chin-Chia Michael and Zhu, Yan and Ulanova, Liudmila and Begum, Nurjahan and Ding, Yifei and Dau, Hoang Anh and Silva, Diego Furtado and Mueen, Abdullah and Keogh, Eamonn},
  booktitle={{ICDM}},
  year={2016}
}

@article{linardi2018scalable,
  title={Scalable, variable-length similarity search in data series: The ULISSE approach},
  author={Linardi, Michele and Palpanas, Themis},
  journal={{PVLDB}},
  volume={11},
  number={13},
  pages={2236--2248},
  year={2018}
}

@inproceedings{levchenko2018spark,
  title={Spark-parSketch: A Massively Distributed Indexing of Time Series Datasets},
  author={Levchenko, Oleksandra and Yagoubi, Djamel-Edine and Akbarinia, Reza and Masseglia, Florent and Kolev, Boyan and Shasha, Dennis},
  @booktitle={Proceedings of the 27th ACM International Conference on Information and Knowledge Management},
  booktitle={{CIKM}},
  @organization={ACM},
  pages={1951--1954},
  year={2018}
}

@inproceedings{yongjie2015fast,
title = "Fast mining of a network of coevolving time series",
author = "Yongjie Cai and Hanghang Tong and Wei Fan and Ping Ji",
year = "2015",
pages = "298--306",
@booktitle = "SIAM International Conference on Data Mining 2015, SDM 2015",
booktitle = "SDM",
@publisher = "Society for Industrial and Applied Mathematics Publications",
}

@inproceedings{matsubara2014autoplait,
  title={Autoplait: Automatic mining of co-evolving time sequences},
  author={Matsubara, Yasuko and Sakurai, Yasushi and Faloutsos, Christos},
  @booktitle={Proceedings of the 2014 ACM SIGMOD international conference on Management of data},
  organization={ACM},
  booktitle={{SIGMOD}},
  pages={193--204},
  year={2014}
}


@inproceedings{Paparrizos:2015:KEA:2723372.2737793,
 author = {Paparrizos, John and Gravano, Luis},
 title = {k-Shape: Efficient and Accurate Clustering of Time Series},
 @booktitle = {Proceedings of the 2015 ACM SIGMOD International Conference on Management of Data},
 booktitle = {{SIGMOD}},
 @series = {SIGMOD '15},
 year = {2015},
 @location = {Melbourne, Victoria, Australia},
 pages = {1855--1870},
 @numpages = {16},
 @publisher = {ACM}
} 

@article{Paparrizos:2017:FAT:3086510.3044711,
 author = {Paparrizos, John and Gravano, Luis},
 title = {Fast and Accurate Time-Series Clustering},
 journal = {ACM Trans. Database Syst.},
 @issue_date = {June 2017},
 volume = {42},
 number = {2},
 @month = jun,
 year = {2017},
 pages = {8:1--8:49},
 @publisher = {ACM}
} 

@article{Ding:2015:YFC:2735479.2735481,
 author = {Ding, Rui and Wang, Qiang and Dang, Yingnong and Fu, Qiang and Zhang, Haidong and Zhang, Dongmei},
 title = {YADING: Fast Clustering of Large-scale Time Series Data},
 journal = {{Proc. VLDB Endow.}},
 @issue_date = {January 2015},
 volume = {8},
 number = {5},
 month = jan,
 year = {2015},
 pages = {473--484},
 @publisher = {VLDB Endowment}
} 


@inproceedings{DBLP:conf/icde/TangZYHLHP12,
  author    = {Lu An Tang and
               Yu Zheng and
               Jing Yuan and
               Jiawei Han and
               Alice Leung and
               Chih{-}Chieh Hung and
               Wen{-}Chih Peng},
  title     = {On Discovery of Traveling Companions from Streaming Trajectories},
  @booktitle = {{IEEE} 28th International Conference on Data Engineering {(ICDE} 2012),
               Washington, DC, {USA} (Arlington, Virginia), 1-5 April, 2012},
  booktitle = {{ICDE}},
  pages     = {186--197},
  year      = {2012}
}



@article{Jeung:2008:DCT:1453856.1453971,
 author = {Jeung, Hoyoung and Yiu, Man Lung and Zhou, Xiaofang and Jensen, Christian S. and Shen, Heng Tao},
 title = {Discovery of Convoys in Trajectory Databases},
 journal = {{Proc. VLDB Endow.}},
 @issue_date = {August 2008},
 volume = {1},
 number = {1},
 @month = aug,
 year = {2008},
 @issn = {2150-8097},
 pages = {1068--1080},
 @publisher = {VLDB Endowment},
} 

@article{DBLP:journals/pvldb/LiDHK10,
  author    = {Zhenhui Li and
               Bolin Ding and
               Jiawei Han and
               Roland Kays},
  title     = {Swarm: Mining Relaxed Temporal Moving Object Clusters},
  journal   = {{Proc. VLDB Endow.}},
  volume    = {3},
  number    = {1},
  pages     = {723--734},
  year      = {2010}
}

@inproceedings{Kalnis:2005:DMC:2156226.2156254,
 author = {Kalnis, Panos and Mamoulis, Nikos and Bakiras, Spiridon},
 title = {On Discovering Moving Clusters in Spatio-temporal Data},
 @booktitle = {Proceedings of the 9th International Conference on Advances in Spatial and Temporal Databases},
 booktitle = {{SSTD}},
 @series = {SSTD'05},
 year = {2005},
 @location = {Angra dos Reis, Brazil},
 pages = {364--381}
}

@inproceedings{keogh1999indexing,
  title={An indexing scheme for fast similarity search in large time series databases},
  author={Keogh, Eamonn J and Pazzani, Michael J},
  @booktitle={Proceedings. Eleventh International Conference on Scientific and Statistical Database Management},
  booktitle={{SSDBM}},
  pages={56--67},
  year={1999}
}

@article{jessica2007dmkd,
  author    = {Jessica Lin and
               Eamonn J. Keogh and
               Li Wei and
               Stefano Lonardi},
  title     = {Experiencing {SAX:} a novel symbolic representation of time series},
  journal   = {{DAMI}},
  volume    = {15},
  number    = {2},
  pages     = {107--144},
  year      = {2007}
}

@inproceedings{chan1999icde,
  author    = {Kin{-}pong Chan and
               Ada Wai{-}Chee Fu},
  title     = {Efficient Time Series Matching by Wavelets},
  booktitle = {{ICDE}},
  pages     = {126--133},
  year      = {1999}
}

@article{graps1995cse,
  title={An Introduction to Wavelets},
  author={Graps, Amara},
  journal={IEEE Comput. Sci. Eng.},
  volume={2},
  number={2},
  pages={50--61},
  year={1995},
  publisher={IEEE}
}

@inproceedings{shieh2008kdd,
  author    = {Jin Shieh and Eamonn J. Keogh},
  title     = {\emph{i}{SAX}: indexing and mining terabyte sized time series},
  booktitle = {{SIGKDD}},
  pages     = {623--631},
  year      = {2008}
}


@inproceedings{camerra2010icdm,
  author    = {Alessandro Camerra and
               Themis Palpanas and
               Jin Shieh and
               Eamonn J. Keogh},
  title     = {i{SAX} 2.0: Indexing and Mining One Billion Time Series},
  booktitle = {{ICDM}},  
  year      = {2010}
}

@article{camerra2014kais,
  author = {Alessandro Camerra and Jin Shieh and Themis Palpanas and Thanawin Rakthanmanon and Eamonn J. Keogh},
  title     = {Beyond one billion time series: indexing and mining very large time series collections with i{SAX2+}},
  journal = {{KAIS}},
  volume = {39},
  number = {1},
  pages   = {123--151},
  year     = {2014}
}@article{camerra2014kais,
  author = {Alessandro Camerra and Jin Shieh and Themis Palpanas and Thanawin Rakthanmanon and Eamonn J. Keogh},
  title     = {Beyond one billion time series: indexing and mining very large time series collections with i {SAX2+}},
  journal = {Knowl. Inf. Syst.},
  volume = {39},
  number = {1},
  pages   = {123--151},
  year     = {2014}
}

@article{ding2008pvldb,
  author    = {Hui Ding and Goce Trajcevski and Peter Scheuermann and Xiaoyue Wang and Eamonn J. Keogh},
  title     = {Querying and mining of time series data: experimental comparison of representations and distance measures},
  journal   = {{PVLDB}},
  volume    = {1},
  number    = {2},
  pages     = {1542--1552},
  year      = {2008}
}

@inproceedings{shieh2008kdd,
  author    = {Jin Shieh and Eamonn J. Keogh},
  title     = {\emph{i}{SAX}: indexing and mining terabyte sized time series},
  booktitle = {{SIGKDD}},
  pages     = {623--631},
  year      = {2008}
}

@inproceedings{chan1999icde,
  author    = {Kin{-}pong Chan and
               Ada Wai{-}Chee Fu},
  title     = {Efficient Time Series Matching by Wavelets},
  booktitle = {ICDE},
  pages     = {126--133},
  year      = {1999}
}

@inproceedings{Guttman1984,
 author = {Antonin Guttman},
 title = {R-trees: A Dynamic Index Structure for Spatial Searching},
 booktitle = {{SIGMOD}},
 year = {1984},
 pages = {47--57}
} 


@article{graps1995cse,
  title={An Introduction to Wavelets},
  author={Graps, Amara},
  journal={IEEE Comput. Sci. Eng.},
  volume={2},
  number={2},
  pages={50--61},
  year={1995},
  publisher={IEEE}
}

@article{jessica2007dmkd,
  author    = {Jessica Lin and
               Eamonn J. Keogh and
               Li Wei and
               Stefano Lonardi},
  title     = {Experiencing {SAX:} a novel symbolic representation of time series},
  journal   = {Data Min. Knowl. Discov.},
  volume    = {15},
  number    = {2},
  pages     = {107--144},
  year      = {2007}
}

@inproceedings{camerra2010icdm,
  author    = {Alessandro Camerra and
               Themis Palpanas and
               Jin Shieh and
               Eamonn J. Keogh},
  title     = {i{SAX} 2.0: Indexing and Mining One Billion Time Series},
  @booktitle = {{ICDM} 2010, The 10th {IEEE} International Conference on Data Mining,
               Sydney, Australia, 14-17 December 2010},
booktitle = {{ICDM}},  
  pages     = {58--67},
  year      = {2010}
}

@inproceedings{zoumpatianos2014sigmod,
  author    = {Kostas Zoumpatianos and
               Stratos Idreos and
               Themis Palpanas},
  title     = {Indexing for interactive exploration of big data series},
  @booktitle = {International Conference on Management of Data, {SIGMOD} 2014, Snowbird,
               UT, USA, June 22-27, 2014},
  booktitle = {{SIGMOD}},
  pages     = {1555--1566},
  year      = {2014}
}

@inproceedings{chen2013vldb,
  author    = {Lisi Chen and
               Gao Cong and
               Christian S. Jensen and
               Dingming Wu},
  title     = {Spatial Keyword Query Processing: An Experimental Evaluation},
  journal   = {{PVLDB}},
  volume    = {6},
  number    = {3},
  pages     = {217--228},
  year      = {2013}
}

@article{cong2009vldb,
  author    = {Gao Cong and
               Christian S. Jensen and
               Dingming Wu},
  title     = {Efficient Retrieval of the Top-k Most Relevant Spatial Web Objects},
  journal   = {{PVLDB}},
  volume    = {2},
  number    = {1},
  pages     = {337--348},
  year      = {2009}
}

@article{wu2012vldbj,
  author    = {Dingming Wu and
               Gao Cong and
               Christian S. Jensen},
  title     = {A framework for efficient spatial web object retrieval},
  journal   = {{VLDB} J.},
  volume    = {21},
  number    = {6},
  pages     = {797--822},
  year      = {2012}
}

@article{haar1910theorie,
  title={Zur theorie der orthogonalen funktionensysteme},
  author={Haar, Alfred},
  journal={Mathematische Annalen},
  volume={69},
  number={3},
  pages={331--371},
  year={1910},
  publisher={Springer}
}

@inproceedings{popivanov2002icde,
  author    = {Ivan Popivanov and
               Ren{\'{e}}e J. Miller},
  title     = {Similarity Search Over Time-Series Data Using Wavelets},
  @booktitle = {Proceedings of the 18th International Conference on Data Engineering,
               San Jose, CA, USA, February 26 - March 1, 2002},
  booktitle = {{ICDE}},  
  pages     = {212--221},
  year      = {2002}
}

@inproceedings{kashyap2011kdd,
  author    = {Shrikant Kashyap and
               Panagiotis Karras},
  title     = {Scalable k{NN} search on vertically stored time series},
  @booktitle = {Proceedings of the 17th {ACM} {SIGKDD} International Conference on
               Knowledge Discovery and Data Mining, San Diego, CA, USA, August 21-24,
               2011},
  booktitle = {{SIGKDD}},
  pages     = {1334--1342},
  year      = {2011}
}

@article{keogh2001paa,
  author    = {Eamonn J. Keogh and
               Kaushik Chakrabarti and
               Michael J. Pazzani and
               Sharad Mehrotra},
  title     = {Dimensionality Reduction for Fast Similarity Search in Large Time
               Series Databases},
  journal   = {Knowl. Inf. Syst.},
  volume    = {3},
  number    = {3},
  pages     = {263--286},
  year      = {2001}
}

@inproceedings{faloutsos2000vldb,
  author    = {Byoung{-}Kee Yi and
               Christos Faloutsos},
  title     = {Fast Time Sequence Indexing for Arbitrary {Lp} Norms},
  @booktitle = {{VLDB} 2000, Proceedings of 26th International Conference on Very
               Large Data Bases, September 10-14, 2000, Cairo, Egypt},
  booktitle = {{VLDB}},
  pages     = {385--394},
  year      = {2000}
}

@inproceedings{palpanas2016bigsm,
  author    = {Themis Palpanas},
  title     = {Big Sequence Management: {A} glimpse of the Past, the Present, and
               the Future},
  @booktitle = {{SOFSEM} 2016: Theory and Practice of Computer Science - 42nd International
               Conference on Current Trends in Theory and Practice of Computer Science,
               Harrachov, Czech Republic, January 23-28, 2016, Proceedings},
  booktitle = {{SOFSEM}},
  pages     = {63--80},
  year      = {2016}
}

@article{chen2013pvldb,
  author    = {Lisi Chen and
               Gao Cong and
               Christian S. Jensen and
               Dingming Wu},
  title     = {Spatial Keyword Query Processing: An Experimental Evaluation},
  journal   = {{PVLDB}},
  volume    = {6},
  number    = {3},
  pages     = {217--228},
  year      = {2013}
}

@inproceedings{christoforaki2011cikm,
  author    = {Maria Christoforaki and
               Jinru He and
               Constantinos Dimopoulos and
               Alexander Markowetz and
               Torsten Suel},
  title     = {Text vs. space: efficient geo-search query processing},
  @booktitle = {Proceedings of the 20th {ACM} Conference on Information and Knowledge
               Management, {CIKM} 2011, Glasgow, United Kingdom, October 24-28, 2011},
  booktitle = {{CIKM}},
  pages     = {423--432},
  year      = {2011}
}

@article{zhisheng2011tkde,
  author    = {Zhisheng Li and
               Ken C. K. Lee and
               Baihua Zheng and
               Wang{-}Chien Lee and
               Dik Lun Lee and
               Xufa Wang},
  title     = {{IR}-Tree: An Efficient Index for Geographic Document Search},
  journal   = {{IEEE} Trans. Knowl. Data Eng.},
  volume    = {23},
  number    = {4},
  pages     = {585--599},
  year      = {2011}
}

@inproceedings{defelipe2008icde,
  author    = {Ian De Felipe and
               Vagelis Hristidis and
               Naphtali Rishe},
  title     = {Keyword Search on Spatial Databases},
  @booktitle = {Proceedings of the 24th International Conference on Data Engineering,
               {ICDE} 2008, April 7-12, 2008, Canc{\'{u}}n, M{\'{e}}xico},
  booktitle = {{ICDE}},  
  pages     = {656--665},
  year      = {2008}
}

@inproceedings{hariharan2007ssdbm,
  author    = {Ramaswamy Hariharan and
               Bijit Hore and
               Chen Li and
               Sharad Mehrotra},
  title     = {Processing Spatial-Keyword {(SK)} Queries in Geographic Information
               Retrieval {(GIR)} Systems},
  @booktitle = {19th International Conference on Scientific and Statistical Database
               Management, {SSDBM} 2007, 9-11 July 2007, Banff, Canada, Proceedings},
  booktitle = {{SSDBM}},
  pages     = {16},
  year      = {2007}
}

@inproceedings{cary2010ssdbm,
  author    = {Ariel Cary and
               Ouri Wolfson and
               Naphtali Rishe},
  title     = {Efficient and Scalable Method for Processing Top-k Spatial Boolean
               Queries},
  @booktitle = {Scientific and Statistical Database Management, 22nd International
               Conference, {SSDBM} 2010, Heidelberg, Germany, June 30 - July 2, 2010.
               Proceedings},
  booktitle = {{SSDBM}},  
  pages     = {87--95},
  year      = {2010}
}

@inproceedings{rocha2011ssd,
  author    = {Jo{\~{a}}o B. Rocha{-}Junior and
               Orestis Gkorgkas and
               Simon Jonassen and
               Kjetil N{\o}rv{\aa}g},
  title     = {Efficient Processing of Top-k Spatial Keyword Queries},
  @booktitle = {Advances in Spatial and Temporal Databases - 12th International Symposium,
               {SSTD} 2011, Minneapolis, MN, USA, August 24-26, 2011, Proceedings},
  booktitle = {{SSTD}},
  pages     = {205--222},
  year      = {2011}
}

@inproceedings{chen2006sigmod,
  author    = {Yen{-}Yu Chen and
               Torsten Suel and
               Alexander Markowetz},
  title     = {Efficient query processing in geographic web search engines},
  @booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management
               of Data, Chicago, Illinois, USA, June 27-29, 2006},
  booktitle = {{SIGMOD}},
  pages     = {277--288},
  year      = {2006}
}

@article{hjaltason99tods,
  author    = {G{\'{\i}}sli R. Hjaltason and
               Hanan Samet},
  title     = {Distance Browsing in Spatial Databases},
  journal   = {{ACM} Trans. Database Syst.},
  volume    = {24},
  number    = {2},
  pages     = {265--318},
  year      = {1999}
}

@inproceedings{Beckmann1990,
 author = {Norbert Beckmann and Hans-Peter Kriegel  and Ralf Schneider and Bernhard Seeger},
 title = {The {R}*-tree: An Efficient and Robust Access Method for Points and Rectangles},
 @booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data, Atlantic City, New Jersey, USA},
 booktitle = {SIGMOD},
 pages = {322--331},
 year = {1990}
}

@inproceedings{chatzig17btsr,
  author    = {Georgios Chatzigeorgakidis and Dimitrios Skoutas and Kostas Patroumpas and Spiros Athanasiou and Spiros Skiadopoulos},
  title     = {Indexing Geolocated Time Series Data},
  @booktitle = {Proc. of the 25th {ACM} {SIGSPATIAL} International Conference
               on Advances in Geographic Information Systems, {GIS} 2017, Redondo
               Beach, CA, USA, November 7-10, 2017},
  booktitle = {SIGSPATIAL},
  pages     = {19:1--19:10},
  year      = {2017}
}

@inproceedings{paparrizos2015k,
  title={k-shape: Efficient and accurate clustering of time series},
  author={Paparrizos, John and Gravano, Luis},
  @booktitle={Proc. of the 2015 ACM SIGMOD International Conference on Management of Data},
  booktitle = {{SIGMOD}},
  pages={1855--1870},
  year={2015},
  @organization={ACM}
}

@article{wu2012vldbj,
  author    = {Dingming Wu and
               Gao Cong and
               Christian S. Jensen},
  title     = {A framework for efficient spatial web object retrieval},
  journal   = {{VLDB} J.},
  volume    = {21},
  number    = {6},
  pages     = {797--822},
  year      = {2012}
}

@inproceedings{Beckmann1990,
 author = {Norbert Beckmann and Hans-Peter Kriegel and Ralf Schneider and Bernhard Seeger},
 title = {The {R}*-tree: An Efficient and Robust Access Method for Points and Rectangles},
 @booktitle = {Proc. of the {ACM} {SIGMOD} International Conference on Management of Data, Atlantic City, New Jersey, USA},
 booktitle = {SIGMOD},
 pages = {322--331},
 year = {1990}
} 

@inproceedings{DBLP:conf/sigmod/BrinkhoffKS93,
  author    = {Thomas Brinkhoff and
               Hans{-}Peter Kriegel and
               Bernhard Seeger},
  title     = {Efficient Processing of Spatial Joins Using {R}-Trees},
  booktitle = {{SIGMOD}},
  pages     = {237--246},
  year      = {1993}
}

@inproceedings{DBLP:conf/sigmod/RoussopoulosKV95,
  author    = {Nick Roussopoulos and
               Stephen Kelley and
               Fr{\'{e}}d{\'{e}}ic Vincent},
  title     = {Nearest Neighbor Queries},
  @booktitle = {Proc. of the 1995 {ACM} {SIGMOD} International Conference on
               Management of Data, San Jose, California, May 22-25, 1995.},
  booktitle = {{SIGMOD}},
  pages     = {71--79},
  year      = {1995}
}

@inproceedings{papadias1999processing,
  title={Processing and optimization of multiway spatial joins using R-trees},
  author={Papadias, Dimitris and Mamoulis, Nikos and Theodoridis, Yannis},
  @booktitle={Proc. of the eighteenth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems},
  booktitle = {{SIGMOD}},
  pages={44--55},
  year={1999}
}

@inproceedings{qi2013efficient,
  title={Efficient top-k spatial distance joins},
  author={Qi, Shuyao and Bouros, Panagiotis and Mamoulis, Nikos},
  @booktitle={International Symposium on Spatial and Temporal Databases},
  booktitle = {{SSTD}},
  pages={1--18},
  year={2013}
}

@article{Bouros:2012:SSJ:2428536.2428537,
 author = {Bouros, Panagiotis and Ge, Shen and Mamoulis, Nikos},
 title = {Spatio-textual Similarity Joins},
 journal = {PVLDB},
 volume = {6},
 number = {1},
 year = {2012},
 pages = {1--12}
}

@inproceedings{Zhang:2014:ESS:2682647.2682773,
 author = {Zhang, Yu and Ma, Youzhong and Meng, Xiaofeng},
 title = {Efficient Spatio-textual Similarity Join Using MapReduce},
 @booktitle = {Proc. of the 2014 IEEE/WIC/ACM International Joint Conferences on Web Intelligence (WI) and Intelligent Agent Technologies (IAT) - Volume 01},
 booktitle = {{WI}}, 
 @series = {WI-IAT '14},
 year = {2014},
 pages = {52--59}
}

@inproceedings{DBLP:conf/cp/GoldinK95,
  author    = {Dina Q. Goldin and
               Paris C. Kanellakis},
  title     = {On Similarity Queries for Time-Series Data: Constraint Specification
               and Implementation},
  @booktitle = {Principles and Practice of Constraint Programming - CP'95, First International
               Conference, CP'95, Cassis, France, September 19-22, 1995, Proceedings},
  booktitle = {{CP}},               
  pages     = {137--153},
  year      = {1995}
}

@article{DBLP:journals/sigmod/Palpanas15,
  author    = {Themis Palpanas},
  title     = {Data Series Management: The Road to Big Sequence Analytics},
  journal   = {{SIGMOD} Record},
  volume    = {44},
  number    = {2},
  pages     = {47--52},
  year      = {2015}
}

@article{dpisaxjournal,
  author    = {Djamel-Edine Yagoubi and Reza Akbarinia and Florent Masseglia and Themis Palpanas},
  title     = {Massively Distributed Time Series Indexing and Querying},
  journal   = {TKDE (to appear)},
  year      = {2018}
}

@inproceedings{DBLP:conf/bigdataconf/PengFP18,
  author    = {Botao Peng and
               Panagiota Fatourou and
               Themis Palpanas},
  title     = {ParIS: The Next Destination for Fast Data Series Indexing and Query
               Answering},
  booktitle = {{IEEE BigData}},
  year      = {2018}
}

@article{DBLP:journals/pvldb/KondylakisDZP18,
  author    = {Haridimos Kondylakis and
               Niv Dayan and
               Kostas Zoumpatianos and
               Themis Palpanas},
  title     = {Coconut: {A} Scalable Bottom-Up Approach for Building Data Series
               Indexes},
  journal   = {{PVLDB}},
  volume    = {11},
  number    = {6},
  pages     = {677--690},
  year      = {2018}
}

@inproceedings{DBLP:conf/sofsem/Palpanas16,
  author    = {Themis Palpanas},
  title     = {Big Sequence Management: {A} glimpse of the Past, the Present, and
               the Future},
  booktitle = {{SOFSEM}},
  pages     = {63--80},
  year      = {2016}
}

@inproceedings{gudmundsson2006computing,
  title={Computing longest duration flocks in trajectory data},
  author={Gudmundsson, Joachim and van Kreveld, Marc},
  @booktitle={Proceedings of the 14th annual ACM international symposium on Advances in geographic information systems},
  @publisher={ACM},
  booktitle={{ACM GIS}},
  pages={35--42},
  year={2006}
}

@article{benkert2008reporting,
  title={Reporting flock patterns},
  author={Benkert, Marc and Gudmundsson, Joachim and H{\"u}bner, Florian and Wolle, Thomas},
  journal={Computational Geometry},
  @publisher={Elsevier},
  volume={41},
  number={3},
  pages={111--125},
  year={2008}
}

@inproceedings{vieira2009line,
  title={On-line discovery of flock patterns in spatio-temporal data},
  author={Vieira, Marcos R and Bakalov, Petko and Tsotras, Vassilis J},
  @booktitle={Proceedings of the 17th ACM SIGSPATIAL international conference on advances in geographic information systems},
  booktitle={{SIGSPATIAL}},
  @organization={ACM},
  pages={286--295},
  year={2009}
}

@inproceedings{tanaka2015efficient,
  title={Efficient Algorithms to Discover Flock Patterns in Trajectories.},
  author={Tanaka, Pedro Sena and Vieira, Marcos R and Kaster, Daniel S},
  booktitle={GeoInfo},
  pages={56--67},
  year={2015}
}

@inproceedings{zhu2002statstream,
  title={Statstream: Statistical monitoring of thousands of data streams in real time},
  author={Zhu, Yunyue and Shasha, Dennis},
  @booktitle={VLDB'02: Proceedings of the 28th International Conference on Very Large Databases},
  booktitle={{VLDB}},
  pages={358--369},
  year={2002}
}

@inproceedings{cole2005fast,
  title={Fast window correlations over uncooperative time series},
  author={Cole, Richard and Shasha, Dennis and Zhao, Xiaojian},
  @booktitle={Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining},
  booktitle={{SIGKDD}},
  @organization={ACM},
  pages={743--749},
  year={2005}
}

@inproceedings{papadimitriou2006local,
  title={Local correlation tracking in time series},
  author={Papadimitriou, Spiros and Sun, Jimeng and Philip, S Yu},
  @booktitle={Sixth International Conference on Data Mining (ICDM'06)},
  @organization={IEEE},
  booktitle={{ICDM}},
  pages={456--465},
  year={2006}
}

@inproceedings{rakthanmanon2012searching,
  title={Searching and mining trillions of time series subsequences under dynamic time warping},
  author={Rakthanmanon, Thanawin and Campana, Bilson and Mueen, Abdullah and Batista, Gustavo and Westover, Brandon and Zhu, Qiang and Zakaria, Jesin and Keogh, Eamonn},
  @booktitle={Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining},
  booktitle={{SIGKDD}},
  @organization={ACM},
  pages={262--270},
  year={2012}
}

@inproceedings{yeh2016matrix,
  title={Matrix profile I: all pairs similarity joins for time series: a unifying view that includes motifs, discords and shapelets},
  author={Yeh, Chin-Chia Michael and Zhu, Yan and Ulanova, Liudmila and Begum, Nurjahan and Ding, Yifei and Dau, Hoang Anh and Silva, Diego Furtado and Mueen, Abdullah and Keogh, Eamonn},
  booktitle={{ICDM}},
  year={2016}
}

@article{linardi2018scalable,
  title={Scalable, variable-length similarity search in data series: The ULISSE approach},
  author={Linardi, Michele and Palpanas, Themis},
  journal={{PVLDB}},
  volume={11},
  number={13},
  pages={2236--2248},
  year={2018}
}

@inproceedings{levchenko2018spark,
  title={Spark-parSketch: A Massively Distributed Indexing of Time Series Datasets},
  author={Levchenko, Oleksandra and Yagoubi, Djamel-Edine and Akbarinia, Reza and Masseglia, Florent and Kolev, Boyan and Shasha, Dennis},
  @booktitle={Proceedings of the 27th ACM International Conference on Information and Knowledge Management},
  booktitle={{CIKM}},
  @organization={ACM},
  pages={1951--1954},
  year={2018}
}

@inproceedings{yongjie2015fast,
title = "Fast mining of a network of coevolving time series",
author = "Yongjie Cai and Hanghang Tong and Wei Fan and Ping Ji",
year = "2015",
pages = "298--306",
@booktitle = "SIAM International Conference on Data Mining 2015, SDM 2015",
booktitle = "SDM",
@publisher = "Society for Industrial and Applied Mathematics Publications",
}

@inproceedings{matsubara2014autoplait,
  title={Autoplait: Automatic mining of co-evolving time sequences},
  author={Matsubara, Yasuko and Sakurai, Yasushi and Faloutsos, Christos},
  @booktitle={Proceedings of the 2014 ACM SIGMOD international conference on Management of data},
  organization={ACM},
  booktitle={{SIGMOD}},
  pages={193--204},
  year={2014}
}

@inproceedings{Paparrizos:2015:KEA:2723372.2737793,
 author = {Paparrizos, John and Gravano, Luis},
 title = {k-Shape: Efficient and Accurate Clustering of Time Series},
 @booktitle = {Proceedings of the 2015 ACM SIGMOD International Conference on Management of Data},
 booktitle = {{SIGMOD}},
 @series = {SIGMOD '15},
 year = {2015},
 @location = {Melbourne, Victoria, Australia},
 pages = {1855--1870},
 @numpages = {16},
 @publisher = {ACM}
} 

@article{Paparrizos:2017:FAT:3086510.3044711,
 author = {Paparrizos, John and Gravano, Luis},
 title = {Fast and Accurate Time-Series Clustering},
 journal = {ACM Trans. Database Syst.},
 @issue_date = {June 2017},
 volume = {42},
 number = {2},
 @month = jun,
 year = {2017},
 pages = {8:1--8:49},
 @publisher = {ACM}
} 

@article{Ding:2015:YFC:2735479.2735481,
 author = {Ding, Rui and Wang, Qiang and Dang, Yingnong and Fu, Qiang and Zhang, Haidong and Zhang, Dongmei},
 title = {YADING: Fast Clustering of Large-scale Time Series Data},
 journal = {{Proc. VLDB Endow.}},
 @issue_date = {January 2015},
 volume = {8},
 number = {5},
 month = jan,
 year = {2015},
 pages = {473--484},
 @publisher = {VLDB Endowment}
} 

@inproceedings{DBLP:conf/icde/TangZYHLHP12,
  author    = {Lu An Tang and
               Yu Zheng and
               Jing Yuan and
               Jiawei Han and
               Alice Leung and
               Chih{-}Chieh Hung and
               Wen{-}Chih Peng},
  title     = {On Discovery of Traveling Companions from Streaming Trajectories},
  @booktitle = {{IEEE} 28th International Conference on Data Engineering {(ICDE} 2012),
               Washington, DC, {USA} (Arlington, Virginia), 1-5 April, 2012},
  booktitle = {{ICDE}},
  pages     = {186--197},
  year      = {2012}
}

@article{Jeung:2008:DCT:1453856.1453971,
 author = {Jeung, Hoyoung and Yiu, Man Lung and Zhou, Xiaofang and Jensen, Christian S. and Shen, Heng Tao},
 title = {Discovery of Convoys in Trajectory Databases},
 journal = {{Proc. VLDB Endow.}},
 @issue_date = {August 2008},
 volume = {1},
 number = {1},
 @month = aug,
 year = {2008},
 @issn = {2150-8097},
 pages = {1068--1080},
 @publisher = {VLDB Endowment},
} 

@article{DBLP:journals/pvldb/LiDHK10,
  author    = {Zhenhui Li and
               Bolin Ding and
               Jiawei Han and
               Roland Kays},
  title     = {Swarm: Mining Relaxed Temporal Moving Object Clusters},
  journal   = {{Proc. VLDB Endow.}},
  volume    = {3},
  number    = {1},
  pages     = {723--734},
  year      = {2010}
}

@inproceedings{Kalnis:2005:DMC:2156226.2156254,
 author = {Kalnis, Panos and Mamoulis, Nikos and Bakiras, Spiridon},
 title = {On Discovering Moving Clusters in Spatio-temporal Data},
 @booktitle = {Proceedings of the 9th International Conference on Advances in Spatial and Temporal Databases},
 booktitle = {{SSTD}},
 @series = {SSTD'05},
 year = {2005},
 @location = {Angra dos Reis, Brazil},
 pages = {364--381}
}

@inproceedings{keogh1999indexing,
  title={An indexing scheme for fast similarity search in large time series databases},
  author={Keogh, Eamonn J and Pazzani, Michael J},
  @booktitle={Proceedings. Eleventh International Conference on Scientific and Statistical Database Management},
  booktitle={{SSDBM}},
  pages={56--67},
  year={1999}
}

@article{DBLP:journals/pvldb/EchihabiZPB18,
  author    = {Karima Echihabi and
               Kostas Zoumpatianos and
               Themis Palpanas and
               Houda Benbrahim},
  title     = {The Lernaean Hydra of Data Series Similarity Search: An Experimental
               Evaluation of the State of the Art},
  journal   = {{PVLDB}},
  volume    = {12},
  number    = {2},
  pages     = {112--127},
  year      = {2018}
}

@inproceedings{DBLP:conf/sigmod/LinardiZPK18a,
  author    = {Michele Linardi and
               Yan Zhu and
               Themis Palpanas and
               Eamonn J. Keogh},
  title     = {{VALMOD:} {A} Suite for Easy and Exact Detection of Variable Length
               Motifs in Data Series},
  booktitle = {{SIGMOD}},
  pages     = {1757--1760},
  year      = {2018}
}



@article{DBLP:journals/datamine/YehZUBDDZSMK18,
  author    = {Chin{-}Chia Michael Yeh and
               Yan Zhu and
               Liudmila Ulanova and
               Nurjahan Begum and
               Yifei Ding and
               Hoang Anh Dau and
               Zachary Zimmerman and
               Diego Furtado Silva and
               Abdullah Mueen and
               Eamonn J. Keogh},
  title     = {Time series joins, motifs, discords and shapelets: a unifying view
               that exploits the matrix profile},
  journal   = {Data Min. Knowl. Discov.},
  volume    = {32},
  number    = {1},
  pages     = {83--123},
  year      = {2018}
}

@inproceedings{DBLP:conf/gis/Chatzigeorgakidis18,
  author    = {Georgios Chatzigeorgakidis and
               Kostas Patroumpas and
               Dimitrios Skoutas and
               Spiros Athanasiou and
               Spiros Skiadopoulos},
  title     = {Scalable hybrid similarity join over geolocated time series},
  booktitle = {{SIGSPATIAL}},
  pages     = {119--128},
  year      = {2018}
}

@inproceedings{bingham2006segmentation,
  title={Segmentation and dimensionality reduction},
  author={Bingham, Ella and Gionis, Aristides and Haiminen, Niina and Hiisil{\"a}, Heli and Mannila, Heikki and Terzi, Evimaria},
  @booktitle={Proceedings of the 2006 SIAM International Conference on Data Mining},
  booktitle={SIAM},
  pages={372--383},
  year={2006}
}


@inproceedings{zoumpatianos2014sigmod,
  author    = {Kostas Zoumpatianos and
               Stratos Idreos and
               Themis Palpanas},
  title     = {Indexing for interactive exploration of big data series},
  @booktitle = {International Conference on Management of Data, {SIGMOD} 2014, Snowbird,
               UT, USA, June 22-27, 2014},
  booktitle = {{SIGMOD}},
  pages     = {1555--1566},
  year      = {2014}
}



@article{DBLP:journals/pvldb/EchihabiZPB18,
  author    = {Karima Echihabi and
               Kostas Zoumpatianos and
               Themis Palpanas and
               Houda Benbrahim},
  title     = {The Lernaean Hydra of Data Series Similarity Search: An Experimental
               Evaluation of the State of the Art},
  journal   = {{PVLDB}},
  volume    = {12},
  number    = {2},
  pages     = {112--127},
  year      = {2018}
}