bibliography.bib

@article{kucharsky2020cognitive,
  title={Cognitive strategies revealed by clustering eye movement transitions},
  author={Kucharsk{\'y}, {\v{S}}imon and Visser, Ingmar and Truțescu, Gabriela-Olivia and Laurence, Paulo G and Zaharieva, Martina and Raijmakers, Maartje E J},
  journal={Journal of Eye Movement Research},
  volume={13},
  number={1},
  pages={1--20},
  year={2020},
  doi={10.16910/jemr.13.1.1}
}

@book{mcelreath2020statistical,
  title={Statistical {R}ethinking: {A} {B}ayesian course with examples in {R} and {S}tan},
  author={McElreath, Richard},
  edition={2nd},
  year={2020},
  publisher={CRC press}
}

@article{robinaugh2020invisible,
  title={Invisible hands and fine calipers: A call to use formal theory as a toolkit for theory construction},
  author={Robinaugh, Donald and Haslbeck, Jonas and Ryan, Ois{\'\i}n and Fried, Eiko I and Waldorp, Lourens},
  year={2020},
  journal={{P}sy{A}r{X}iv},
  doi={10.31234/osf.io/ugz7y}
}

@article{wagenmakers2018creativity,
  title={The creativity-verification cycle in psychological science: New methods to combat old idols},
  author={Wagenmakers, Eric-Jan and Dutilh, Gilles and Sarafoglou, Alexandra},
  journal={Perspectives on Psychological Science},
  volume={13},
  number={4},
  pages={418--427},
  year={2018},
  publisher={SAGE Publications Sage CA: Los Angeles, CA},
  doi={10.1177/1745691618771357}
}

@article{rodgers2010epistemology,
  title={The epistemology of mathematical and statistical modeling: a quiet methodological revolution.},
  author={Rodgers, Joseph Lee},
  journal={American {P}sychologist},
  volume={65},
  number={1},
  pages={1--12},
  year={2010},
  publisher={American Psychological Association}
}

@article{henderson2018meaning,
  title={Meaning guides attention in real-world scene images: Evidence from eye movements and meaning maps},
  author={Henderson, John M and Hayes, Taylor R},
  journal={Journal of {V}ision},
  volume={18},
  number={6},
  pages={1--18},
  year={2018},
  publisher={The Association for Research in Vision and Ophthalmology},
  doi={10.1167/18.6.10}
}

@article{coutrot2018scanpath,
  title={Scanpath modeling and classification with hidden {M}arkov models},
  author={Coutrot, Antoine and Hsiao, Janet H and Chan, Antoni B},
  journal={Behavior {R}esearch {M}ethods},
  volume={50},
  number={1},
  pages={362--379},
  year={2018},
  publisher={Springer},
  doi={10.3758/s13428-017-0876-8}
}

@incollection{reichle2015ez,
  title={{EZ} {R}eader: An overview of the model and two recent applications},
  author={Reichle, Erik D and Sheridan, Heather},
  editor={Pollatsek, Alexander and Treiman, Rebecca},
  booktitle={The {O}xford {H}andbook of {R}eading},
  year={2015},
  doi={10.1093/oxfordhb/9780199324576.013.17},
  publisher={Oxford University Press}
}

@article{polonio2015strategic,
  title={Strategic sophistication and attention in games: An eye-tracking study},
  author={Polonio, Luca and Di Guida, Sibilla and Coricelli, Giorgio},
  journal={Games and Economic Behavior},
  volume={94},
  pages={80--96},
  year={2015},
  publisher={Elsevier},
  doi={10.1016/j.geb.2015.09.003}
}

@incollection{smaldino2017models,
  title={Models are stupid, and we need more of them},
  author={Smaldino, Paul E},
  editor={Vallacher, Robin R and Read, Stephen J and Nowak, Andrzej},
  booktitle={Computational {S}ocial {P}sychology},
  year={2017},
  publisher={Routledge}
}

@article{carpenter2017stan,
  title={Stan: A probabilistic programming language},
  author={Carpenter, Bob and Gelman, Andrew and Hoffman, Matthew D and Lee, Daniel and Goodrich, Ben and Betancourt, Michael and Brubaker, Marcus and Guo, Jiqiang and Li, Peter and Riddell, Allen},
  journal={Journal of statistical software},
  volume={76},
  number={1},
  year={2017},
  publisher={Columbia Univ., New York, NY (United States); Harvard Univ., Cambridge, MA~…},
  doi={10.18637/jss.v076.i01},
  pages={1--32}
  
}

@article{henderson2013duration,
  title={Eye movement control during scene viewing: Immediate effects of scene luminance on fixation durations.},
  author={Henderson, John M and Nuthmann, Antje and Luke, Steven G},
  journal={Journal of Experimental Psychology: Human Perception and Performance},
  volume={39},
  number={2},
  pages={318--322},
  year={2013},
  publisher={American Psychological Association},
  doi={10.1037/a0031224}
}

@Manual{team2020rstan,
  title = {{RStan}: the {R} interface to {Stan}},
  author = {{Stan Development Team}},
  note = {R package version 2.19.3},
  year = {2020},
  url = {http://mc-stan.org/},
}

@Manual{citeR,
  title = {R: A Language and Environment for Statistical Computing},
  author = {{R Core Team}},
  organization = {R Foundation for Statistical Computing},
  address = {Vienna, Austria},
  year = {2020},
  url = {https://www.R-project.org/}
}

@article{schad2019principled,
  title={Toward a principled {B}ayesian workflow in cognitive science},
  author={Schad, Daniel J and Betancourt, Michael and Vasishth, Shravan},
  journal={arXiv},
  year={2019},
  url={https://arxiv.org/abs/1904.12765}
}

@article{talts2018sbc,
  title={Validating Bayesian inference algorithms with simulation-based calibration},
  author={Talts, Sean and Betancourt, Michael and Simpson, Daniel and Vehtari, Aki and Gelman, Andrew},
  journal={arXiv preprint arXiv:1804.06788},
  year={2018}
}

@article{xu2014beyond,
    author = {Xu, Juan and Jiang, Ming and Wang, Shuo and Kankanhalli, Mohan S. and Zhao, Qi},
    title = "{Predicting human gaze beyond pixels}",
    journal = {Journal of Vision},
    volume = {14},
    number = {1},
    pages = {28-28},
    year = {2014},
    abstract = "{  A large body of previous models to predict where people look in natural scenes focused on pixel-level image attributes. To bridge the semantic gap between the predictive power of computational saliency models and human behavior, we propose a new saliency architecture that incorporates information at three layers: pixel-level image attributes, object-level attributes, and semantic-level attributes. Object- and semantic-level information is frequently ignored, or only a few sample object categories are discussed where scaling to a large number of object categories is not feasible nor neurally plausible. To address this problem, this work constructs a principled vocabulary of basic attributes to describe object- and semantic-level information thus not restricting to a limited number of object categories. We build a new dataset of 700 images with eye-tracking data of 15 viewers and annotation data of 5,551 segmented objects with fine contours and 12 semantic attributes (publicly available with the paper). Experimental results demonstrate the importance of the object- and semantic-level information in the prediction of visual attention. }",
    issn = {1534-7362},
    doi = {10.1167/14.1.28},
    eprint = {https://arvojournals.org/arvo/content\_public/journal/jov/933546/i1534-7362-14-1-28.pdf},
}

@article{trukenbrod2014icat,
  title={{ICAT}: A computational model for the adaptive control of fixation durations},
  author={Trukenbrod, Hans A and Engbert, Ralf},
  journal={Psychonomic {B}ulletin \& {R}eview},
  volume={21},
  number={4},
  pages={907--934},
  year={2014},
  publisher={Springer},
  doi={10.3758/s13423-013-0575-0}
}

@article{malem2020exploration,
  title={A Mathematical Model of Exploration and Exploitation in Natural Scene Viewing},
  author={Malem-Shinitski, Noa and Opper, Manfred and Reich, Sebastian and Schwetlick, Lisa and Seelig, Stefan A and Engbert, Ralf},
  journal={BioarXiv},
  year={2020},
  doi={10.1101/2020.04.16.044677},
  url={https://www.biorxiv.org/content/10.1101/2020.04.16.044677v1}
}

@article{tatler2008systematic,
  title={Systematic tendencies in scene viewing},
  author={Tatler, Benjamin W and Vincent, Benjamin T},
  year={2008},
  journal={{Journal} of {E}ye {M}ovement {R}esearch},
  volume={2},
  number={2},
  pages={1--18},
  doi={10.16910/jemr.2.2.5}
}

@article{barthelme2013spatial,
  title={Modeling fixation locations using spatial point processes},
  author={Barthelm{\'e}, Simon and Trukenbrod, Hans and Engbert, Ralf and Wichmann, Felix},
  journal={Journal of {V}ision},
  volume={13},
  number={12},
  pages={1--34},
  year={2013},
  publisher={The Association for Research in Vision and Ophthalmology},
  doi={10.1167/13.12.1}
}

@article{tavares2017attentional_ddm,
  title={The attentional drift diffusion model of simple perceptual decision-making},
  author={Tavares, Gabriela and Perona, Pietro and Rangel, Antonio},
  journal={Frontiers in neuroscience},
  volume={11},
  pages={468},
  year={2017},
  publisher={Frontiers}
}

@article{nuthmann2010crisp,
  title={{CRISP}: A computational model of fixation durations in scene viewing.},
  author={Nuthmann, Antje and Smith, Tim J and Engbert, Ralf and Henderson, John M},
  journal={Psychological {R}eview},
  volume={117},
  number={2},
  pages={382--405},
  year={2010},
  publisher={American Psychological Association},
  doi={10.1037/a0018924}
}

@article{nuthmann2017fixation_durations,
  title={Fixation durations in scene viewing: Modeling the effects of local image features, oculomotor parameters, and task},
  author={Nuthmann, Antje},
  journal={Psychonomic {B}ulletin \& {R}eview},
  volume={24},
  number={2},
  pages={370--392},
  year={2017},
  publisher={Springer},
  doi={10.3758/s13423-016-1124-4}
}

@article{einhauser2020fixation,
  title={Fixation durations in natural scene viewing are guided by peripheral scene content},
  author={Einh{\"a}user, Wolfgang and Atzert, Charlotte and Nuthmann, Antje},
  journal={Journal of Vision},
  volume={20},
  number={4},
  pages={1--15},
  year={2020},
  publisher={The Association for Research in Vision and Ophthalmology},
  doi={10.1167/jov.20.4.15}
}

@article{renswoude2016horizontal,
  title={Do infants have the horizontal bias?},
  author={van Renswoude, D R and Johnson, SP and Raijmakers, M E J and Visser, I},
  journal={Infant Behavior and Development},
  volume={44},
  pages={38--48},
  year={2016},
  publisher={Elsevier},
  doi={10.1016/j.infbeh.2016.05.005}
}

@article{renswoude2019central,
  title={Infants' center bias in free viewing of real-world scenes},
  author={van Renswoude, D R and van den Berg, Linda and Raijmakers, Maartje E J and Visser, Ingmar},
  journal={Vision research},
  volume={154},
  pages={44--53},
  year={2019},
  publisher={Elsevier},
  doi={10.1016/j.visres.2018.10.003}
}

@article{renswoude2019object_familiarity,
  title={Object familiarity influences infant gaze control during free scene viewing},
  author={van Renswoude, D R and Voorvaart, R. E. and van den Berg, Linda and Raijmakers, Maartje E J and Visser, Ingmar},
  year={in prep},
  journal={Manuscript in preparation}
}

@article{mulder2020mixtures,
  title={Mixtures of peaked power Batschelet distributions for circular data with application to saccade directions},
  author={Mulder, Kees and Klugkist, Irene and van Renswoude, D R and Visser, Ingmar},
  journal={Journal of Mathematical Psychology},
  volume={95},
  pages={102309},
  year={2020},
  publisher={Elsevier},
  doi={10.1016/j.jmp.2019.102309}
}

@book{forstmann2015introduction,
  title={An {I}ntroduction to {M}odel-based {C}ognitive {N}euroscience},
  author={Forstmann, Birte U and Wagenmakers, Eric-Jan},
  year={2015},
  publisher={New York: Springer}
}

@article{foulsham2018stable,
  title={Stable individual differences predict eye movements to the left, but not handedness or line bisection},
  author={Foulsham, Tom and Frost, Emma and Sage, Lilly},
  journal={Vision {R}esearch},
  volume={144},
  pages={38--46},
  year={2018},
  publisher={Elsevier},
  doi={10.1016/j.visres.2018.02.002}
}

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  title={A model of saccade generation based on parallel processing and competitive inhibition},
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  journal={Vision {R}esearch},
  volume={102},
  pages={41--51},
  year={2014},
  publisher={Elsevier},
  doi={10.1016/j.visres.2014.06.016}
}

@article{clarke2017saccadic,
  title={The saccadic flow baseline: Accounting for image-independent biases in fixation behavior},
  author={Clarke, Alasdair D F and Stainer, Matthew J and Tatler, Benjamin W and Hunt, Amelia R},
  journal={Journal of {V}ision},
  volume={17},
  number={11},
  pages={1--19},
  year={2017},
  publisher={The Association for Research in Vision and Ophthalmology},
  doi={10.1167/17.11.12}
}

@article{foulsham2013leftward,
  title={Leftward biases in picture scanning and line bisection: A gaze-contingent window study},
  author={Foulsham, Tom and Gray, Alexander and Nasiopoulos, Eleni and Kingstone, Alan},
  journal={Vision {R}esearch},
  volume={78},
  pages={14--25},
  year={2013},
  publisher={Elsevier},
  doi={10.1016/j.visres.2012.12.001}
}

@book{chhikara1988inverse,
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  publisher={CRC Press}
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@article{anders2016shifted,
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  author={Anders, Royce and Alario, F X and van Maanen, Leendert},
  journal={Psychological Methods},
  volume={21},
  number={3},
  pages={309--327},
  year={2016},
  publisher={American Psychological Association}
}

@article{shannon1948communication,
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}

@article{tseng2009quantifying,
  title={Quantifying center bias of observers in free viewing of dynamic natural scenes},
  author={Tseng, Po-He and Carmi, Ran and Cameron, Ian GM and Munoz, Douglas P and Itti, Laurent},
  journal={Journal of Vision},
  volume={9},
  number={7},
  pages={1--16},
  year={2009},
  publisher={The Association for Research in Vision and Ophthalmology},
  doi={10.1167/9.7.4}
}

@article{hayes2015intelligence,
  title={Do we really become smarter when our fluid-intelligence test scores improve?},
  author={Hayes, Taylor R and Petrov, Alexander A and Sederberg, Per B},
  journal={Intelligence},
  volume={48},
  pages={1--14},
  year={2015},
  publisher={Elsevier},
  doi={10.1016/j.intell.2014.10.005}
}

@book{duchowski2007eye,
  title={Eye {T}racking {M}ethodology: {T}heory and {Practice}},
  author={Duchowski, Andrew T},
  year={2007},
  publisher={Springer}
}

@article{chen2014eye,
  title={Eye movements predict students' computer-based assessment performance of physics concepts in different presentation modalities},
  author={Chen, Sheng-Chang and She, Hsiao-Ching and Chuang, Ming-Hua and Wu, Jiun-Yu and Tsai, Jie-Li and Jung, Tzyy-Ping},
  journal={Computers \& Education},
  volume={74},
  pages={61--72},
  year={2014},
  publisher={Elsevier},
  doi={10.1016/j.compedu.2013.12.012}
}

@article{schutt2017likelihood,
  title={Likelihood-based parameter estimation and comparison of dynamical cognitive models.},
  author={Sch\"{u}tt, Heiko H and Rothkegel, Lars OM and Trukenbrod, Hans A and Reich, Sebastian and Wichmann, Felix A and Engbert, Ralf},
  journal={Psychological {R}eview},
  volume={124},
  number={4},
  pages={505--524},
  year={2017},
  publisher={American Psychological Association},
  doi={10.1037/rev0000068}
}

@article{le_meur2015saccadic,
  title={Saccadic model of eye movements for free-viewing condition},
  author={Le Meur, Olivier and Liu, Zhi},
  journal={Vision {r}esearch},
  volume={116},
  pages={152--164},
  year={2015},
  publisher={Elsevier},
  doi={10.1016/j.visres.2014.12.026}
}

@article{tatler2017latest,
  title={{LATEST}: {A} model of saccadic decisions in space and time},
  author={Tatler, Benjamin W and Brockmole, James R and Carpenter, Roger HS},
  journal={Psychological {R}eview},
  volume={124},
  number={3},
  pages={267--300},
  year={2017},
  publisher={American Psychological Association},
  doi={10.1037/rev0000054}
}

@article{tatler2007central,
  title={The central fixation bias in scene viewing: Selecting an optimal viewing position independently of motor biases and image feature distributions},
  author={Tatler, Benjamin W},
  journal={Journal of {V}ision},
  volume={7},
  number={14},
  pages={1--17},
  year={2007},
  doi={10.1167/7.14.4},
  publisher={The Association for Research in Vision and Ophthalmology}
}

@article{tatler2011salience,
  title={Eye guidance in natural vision: {R}einterpreting salience},
  author={Tatler, Benjamin W and Hayhoe, Mary M and Land, Michael F and Ballard, Dana H},
  journal={Journal of {V}ision},
  volume={11},
  number={5},
  pages={1--23},
  year={2011},
  publisher={The Association for Research in Vision and Ophthalmology},
  doi={10.1167/11.5.5}
}

@article{itti1998model,
  title={A model of saliency-based visual attention for rapid scene analysis},
  author={Itti, Laurent and Koch, Christof and Niebur, Ernst},
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  number={11},
  pages={1254--1259},
  year={1998},
  publisher={IEEE},
  doi={10.1109/34.730558}
}

@article{itti2000saliency,
  title={A saliency-based search mechanism for overt and covert shifts of visual attention},
  author={Itti, Laurent and Koch, Christof},
  journal={Vision {R}esearch},
  volume={40},
  number={10--12},
  pages={1489--1506},
  year={2000},
  publisher={Elsevier},
  doi={10.1016/S0042-6989(99)00163-7}
}

@article{itti2001computational,
  title={Computational modelling of visual attention},
  author={Itti, Laurent and Koch, Christof},
  journal={Nature {R}eviews {N}euroscience},
  volume={2},
  number={3},
  pages={194--203},
  year={2001},
  publisher={Nature Publishing Group},
  doi={0.1038/35058500}
}

@incollection{itti2015computational,
  title={Computational models: Bottom-up and top-down aspects},
  author={Itti, Laurent and Borji, Ali},
  editor={Nobre, Anna C and Kastner, Sabine},
  booktitle={Oxford {H}andbook of {A}ttention},
  year={2014},
  publisher={Oxford University Press},
  doi={10.1093/oxfordhb/9780199675111.013.026}
}


@article{zelinsky2013modelling,
  title={Modelling eye movements in a categorical search task},
  author={Zelinsky, Gregory J and Adeli, Hossein and Peng, Yifan and Samaras, Dimitris},
  journal={Philosophical Transactions of the Royal Society B: Biological Sciences},
  volume={368},
  number={1628},
  pages={20130058},
  year={2013},
  publisher={The Royal Society},
  doi={10.1098/rstb.2013.0058}
}

@article{friston2012hypotheses,
  title={Perceptions as hypotheses: saccades as experiments},
  author={Friston, Karl and Adams, Rick and Perrinet, Laurent and Breakspear, Michael},
  journal={Frontiers in psychology},
  volume={3},
  pages={151},
  year={2012},
  publisher={Frontiers}
}

@article{palmer2011shapes,
  title={What are the shapes of response time distributions in visual search?},
  author={Palmer, Evan M and Horowitz, Todd S and Torralba, Antonio and Wolfe, Jeremy M},
  journal={Journal of {E}xperimental {P}sychology: {H}uman {P}erception and {P}erformance},
  volume={37},
  number={1},
  pages={58--71},
  year={2011},
  publisher={American Psychological Association},
  doi={10.1037/a0020747}
}

@inproceedings{schwetlick2020scenewalk_extendeds,
  title={Adding Neurally-inspired Mechanisms to the {S}cene{W}alk model improves Scan Path Predictions for Natural Images},
  year={2019},
  author={Schwetlick, Lisa and Rothkegel, Lars OM and Engbert, Ralf},
  booktitle={2019 {C}onference on {C}ognitive {C}omputational {N}euroscience},
  doi={10.32470/CCN.2019.1206-0}
  }

@article{de2019individual,
  title={Individual differences in visual salience vary along semantic dimensions},
  author={De Haas, Benjamin and Iakovidis, Alexios L and Schwarzkopf, D Samuel and Gegenfurtner, Karl R},
  journal={Proceedings of the {N}ational {A}cademy of {S}ciences},
  volume={116},
  number={24},
  pages={11687--11692},
  year={2019},
  publisher={National Acad Sciences},
  doi={10.1073/pnas.1820553116}
}

@article{brown2008simplest,
  title={The simplest complete model of choice response time: Linear ballistic accumulation},
  author={Brown, Scott D and Heathcote, Andrew},
  journal={Cognitive psychology},
  volume={57},
  number={3},
  pages={153--178},
  year={2008},
  publisher={Elsevier},
  doi={10.1016/j.cogpsych.2007.12.002}
}


@article{ratcliff2008diffusion,
  title={The diffusion decision model: theory and data for two-choice decision tasks},
  author={Ratcliff, Roger and McKoon, Gail},
  journal={Neural {C}omputation},
  volume={20},
  number={4},
  pages={873--922},
  year={2008},
  publisher={MIT Press},
  doi={10.1162/neco.2008.12-06-420}
}


@article{carpenter1995neural,
  title={Neural computation of log likelihood in control of saccadic eye movements},
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@article{foulsham2008turning,
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  author={Foulsham, Tom and Kingstone, Alan and Underwood, Geoffrey},
  journal={Vision research},
  volume={48},
  number={17},
  pages={1777--1790},
  year={2008},
  publisher={Elsevier}
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@article{yarkoni2019generalizability,
  title={The generalizability crisis},
  author={Yarkoni, Tal},
  year={2019},
  journal={{P}sy{A}r{X}iv},
  doi={10.31234/osf.io/jqw35}
}

@article{borsboom2020theory,
  title={Theory Construction Methodology: A practical framework for theory formation in psychology},
  author={Borsboom, Denny and van der Maas, Han and Dalege, Jonas and Kievit, Rogier and Haig, Brian},
  year={2020},
  journal={{P}sy{A}r{X}iv},
  doi={10.31234/osf.io/w5tp8}
}