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Shilin Ding, Grace Wahba, Jerry Zhu. "Learning Higher-Order Graph Structure with Features by Structure Penalty" | [Home Page] | [PDF]
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Lei Yuan, Jun Liu, Jieping Ye. "Efficient Methods for Overlapping Group Lasso" | [Home Page] | [PDF]
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Lu Ren, Yingjian Wang, Lawrence Carin, David Dunson. "The Kernel Beta Process" | [Home Page] | [PDF]
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Bo Chen, David Carlson, Lawrence Carin. "On the Analysis of Multi-Channel Neural Spike Data" | [Home Page] | [PDF]
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Luca Oneto, Davide Anguita, Alessandro Ghio, Sandro Ridella. "The Impact of Unlabeled Patterns in Rademacher Complexity Theory for Kernel Classifiers" | [Home Page] | [PDF]
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Patrick Perry, Michael W. Mahoney. "Regularized Laplacian Estimation and Fast Eigenvector Approximation" | [Home Page] | [PDF]
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Andrew Waters, Aswin Sankaranarayanan, Richard Baraniuk. "SpaRCS: Recovering low-rank and sparse matrices from compressive measurements" | [Home Page] | [PDF]
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Chun-Nam Yu, Russell Greiner, Hsiu-Chin Lin, Vickie Baracos. "Learning Patient-Specific Cancer Survival Distributions as a Sequence of Dependent Regressors" | [Home Page] | [PDF]
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Zuoguan Wang, Gerwin Schalk, Qiang Ji. "Anatomically Constrained Decoding of Finger Flexion from Electrocorticographic Signals" | [Home Page] | [PDF]
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Youwei Zhang, Laurent Ghaoui. "Large-Scale Sparse Principal Component Analysis with Application to Text Data" | [Home Page] | [PDF]
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Jiquan Ngiam, Zhenghao Chen, Sonia Bhaskar, Pang Koh, Andrew Ng. "Sparse Filtering" | [Home Page] | [PDF]
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Matthias Hein, Simon Setzer. "Beyond Spectral Clustering - Tight Relaxations of Balanced Graph Cuts" | [Home Page] | [PDF]
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Joel Z. Leibo, Jim Mutch, Tomaso Poggio. "Why The Brain Separates Face Recognition From Object Recognition" | [Home Page] | [PDF]
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Jun Wang, Huyen T., Adam Woznica, Alexandros Kalousis. "Metric Learning with Multiple Kernels" | [Home Page] | [PDF]
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Julie Dethier, Paul Nuyujukian, Chris Eliasmith, Terrence Stewart, Shauki Elasaad, Krishna V. Shenoy, Kwabena A. Boahen. "A Brain-Machine Interface Operating with a Real-Time Spiking Neural Network Control Algorithm" | [Home Page] | [PDF]
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Phillip Isola, Devi Parikh, Antonio Torralba, Aude Oliva. "Understanding the Intrinsic Memorability of Images" | [Home Page] | [PDF]
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Cristina Savin, Peter Dayan, Máté Lengyel. "Two is better than one: distinct roles for familiarity and recollection in retrieving palimpsest memories" | [Home Page] | [PDF]
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Omar Khan, Pascal Poupart, John-mark Agosta. "Automated Refinement of Bayes Networks' Parameters based on Test Ordering Constraints" | [Home Page] | [PDF]
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Mohammad Saberian, Nuno Vasconcelos. "Multiclass Boosting: Theory and Algorithms" | [Home Page] | [PDF]
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Dan Feldman, Matthew Faulkner, Andreas Krause. "Scalable Training of Mixture Models via Coresets" | [Home Page] | [PDF]
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Cho-jui Hsieh, Inderjit Dhillon, Pradeep Ravikumar, Mátyás Sustik. "Sparse Inverse Covariance Matrix Estimation Using Quadratic Approximation" | [Home Page] | [PDF]
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Joshua T. Abbott, Katherine A. Heller, Zoubin Ghahramani, Thomas Griffiths. "Testing a Bayesian Measure of Representativeness Using a Large Image Database" | [Home Page] | [PDF]
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Dan Garber, Elad Hazan. "Approximating Semidefinite Programs in Sublinear Time" | [Home Page] | [PDF]
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Martin Larsson, Johan Ugander. "A concave regularization technique for sparse mixture models" | [Home Page] | [PDF]
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Yisong Yue, Carlos Guestrin. "Linear Submodular Bandits and their Application to Diversified Retrieval" | [Home Page] | [PDF]
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Wouter M. Koolen, Wojciech Kotlowski, Manfred K. K. Warmuth. "Learning Eigenvectors for Free" | [Home Page] | [PDF]
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Alyson K. Fletcher, Sundeep Rangan, Lav R. Varshney, Aniruddha Bhargava. "Neural Reconstruction with Approximate Message Passing (NeuRAMP)" | [Home Page] | [PDF]
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David Adametz, Volker Roth. "Bayesian Partitioning of Large-Scale Distance Data" | [Home Page] | [PDF]
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Ioannis Gkioulekas, Todd Zickler. "Dimensionality Reduction Using the Sparse Linear Model" | [Home Page] | [PDF]
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Nicolas Boumal, Pierre-antoine Absil. "RTRMC: A Riemannian trust-region method for low-rank matrix completion" | [Home Page] | [PDF]
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David Sontag, Dan Roy. "Complexity of Inference in Latent Dirichlet Allocation" | [Home Page] | [PDF]
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Weiran Wang, Miguel Carreira-Perpiñán, Zhengdong Lu. "A Denoising View of Matrix Completion" | [Home Page] | [PDF]
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Joseph Keshet, David McAllester. "Generalization Bounds and Consistency for Latent Structural Probit and Ramp Loss" | [Home Page] | [PDF]
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Javad Azimi, Alan Fern, Xiaoli Fern. "Budgeted Optimization with Concurrent Stochastic-Duration Experiments" | [Home Page] | [PDF]
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Xiaoyin Ge, Issam Safa, Mikhail Belkin, Yusu Wang. "Data Skeletonization via Reeb Graphs" | [Home Page] | [PDF]
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Jaedeug Choi, Kee-eung Kim. "MAP Inference for Bayesian Inverse Reinforcement Learning" | [Home Page] | [PDF]
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Nicolò Cesa-bianchi, Ohad Shamir. "Efficient Online Learning via Randomized Rounding" | [Home Page] | [PDF]
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Soumya Ghosh, Andrei Ungureanu, Erik Sudderth, David Blei. "Spatial distance dependent Chinese restaurant processes for image segmentation" | [Home Page] | [PDF]
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Jasmina Bogojeska. "History distribution matching method for predicting effectiveness of HIV combination therapies" | [Home Page] | [PDF]
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Eric Moulines, Francis Bach. "Non-Asymptotic Analysis of Stochastic Approximation Algorithms for Machine Learning" | [Home Page] | [PDF]
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Oliver Kroemer, Jan Peters. "A Non-Parametric Approach to Dynamic Programming" | [Home Page] | [PDF]
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Ke Chen, Ahmad Salman. "Extracting Speaker-Specific Information with a Regularized Siamese Deep Network" | [Home Page] | [PDF]
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Pannagadatta Shivaswamy, Tony Jebara. "Variance Penalizing AdaBoost" | [Home Page] | [PDF]
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Neville Mehta, Prasad Tadepalli, Alan Fern. "Autonomous Learning of Action Models for Planning" | [Home Page] | [PDF]
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Adler Perotte, Frank Wood, Noemie Elhadad, Nicholas Bartlett. "Hierarchically Supervised Latent Dirichlet Allocation" | [Home Page] | [PDF]
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Michael Shindler, Alex Wong, Adam Meyerson. "Fast and Accurate k-means For Large Datasets" | [Home Page] | [PDF]
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Yangqing Jia, Trevor Darrell. "Heavy-tailed Distances for Gradient Based Image Descriptors" | [Home Page] | [PDF]
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David Knowles, Tom Minka. "Non-conjugate Variational Message Passing for Multinomial and Binary Regression" | [Home Page] | [PDF]
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Jun Liu, Liang Sun, Jieping Ye. "Projection onto A Nonnegative Max-Heap" | [Home Page] | [PDF]
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Aleksandrs Slivkins. "Multi-armed bandits on implicit metric spaces" | [Home Page] | [PDF]
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Bo Chen, Vidhya Navalpakkam, Pietro Perona. "Predicting response time and error rates in visual search" | [Home Page] | [PDF]
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Daniel Lizotte. "Convergent Fitted Value Iteration with Linear Function Approximation" | [Home Page] | [PDF]
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Daniel Hernández-lobato, Jose Hernández-lobato, Pierre Dupont. "Robust Multi-Class Gaussian Process Classification" | [Home Page] | [PDF]
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Alex Graves. "Practical Variational Inference for Neural Networks" | [Home Page] | [PDF]
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Yong Zhang, Zhaosong Lu. "Penalty Decomposition Methods for Rank Minimization" | [Home Page] | [PDF]
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Richard Gibson, Duane Szafron. "On Strategy Stitching in Large Extensive Form Multiplayer Games" | [Home Page] | [PDF]
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Nir Ailon. "Active Learning Ranking from Pairwise Preferences with Almost Optimal Query Complexity" | [Home Page] | [PDF]
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Onur Dikmen, Cédric Févotte. "Nonnegative dictionary learning in the exponential noise model for adaptive music signal representation" | [Home Page] | [PDF]
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Skander Mensi, Richard Naud, Wulfram Gerstner. "From Stochastic Nonlinear Integrate-and-Fire to Generalized Linear Models" | [Home Page] | [PDF]
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Kenan Yılmaz, Ali Cemgil, Umut Simsekli. "Generalised Coupled Tensor Factorisation" | [Home Page] | [PDF]
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Yoshinobu Kawahara, Takashi Washio. "Prismatic Algorithm for Discrete D.C. Programming Problem" | [Home Page] | [PDF]
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Guy Broeck. "On the Completeness of First-Order Knowledge Compilation for Lifted Probabilistic Inference" | [Home Page] | [PDF]
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Tingting Zhao, Hirotaka Hachiya, Gang Niu, Masashi Sugiyama. "Analysis and Improvement of Policy Gradient Estimation" | [Home Page] | [PDF]
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Guillaume Desjardins, Yoshua Bengio, Aaron C. Courville. "On Tracking The Partition Function" | [Home Page] | [PDF]
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Fahad Khan, Joost Weijer, Andrew Bagdanov, Maria Vanrell. "Portmanteau Vocabularies for Multi-Cue Image Representation" | [Home Page] | [PDF]
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James Bergstra, Rémi Bardenet, Yoshua Bengio, Balázs Kégl. "Algorithms for Hyper-Parameter Optimization" | [Home Page] | [PDF]
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Alexandra Carpentier, Rémi Munos. "Finite Time Analysis of Stratified Sampling for Monte Carlo" | [Home Page] | [PDF]
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Matus Telgarsky. "The Fast Convergence of Boosting" | [Home Page] | [PDF]
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Fabio Vitale, Nicolò Cesa-bianchi, Claudio Gentile, Giovanni Zappella. "See the Tree Through the Lines: The Shazoo Algorithm" | [Home Page] | [PDF]
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Nan Ding, Yuan Qi, S.v.n. Vishwanathan. "t-divergence Based Approximate Inference" | [Home Page] | [PDF]
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Guido F. Montufar, Johannes Rauh, Nihat Ay. "Expressive Power and Approximation Errors of Restricted Boltzmann Machines" | [Home Page] | [PDF]
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Kamiar Rad, Liam Paninski. "Information Rates and Optimal Decoding in Large Neural Populations" | [Home Page] | [PDF]
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Mark Schmidt, Nicolas Roux, Francis Bach. "Convergence Rates of Inexact Proximal-Gradient Methods for Convex Optimization" | [Home Page] | [PDF]
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Xinghua Lou, Fred A. Hamprecht. "Structured Learning for Cell Tracking" | [Home Page] | [PDF]
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Xianxing Zhang, Lawrence Carin, David Dunson. "Hierarchical Topic Modeling for Analysis of Time-Evolving Personal Choices" | [Home Page] | [PDF]
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Mehdi Keramati, Boris Gutkin. "A Reinforcement Learning Theory for Homeostatic Regulation" | [Home Page] | [PDF]
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Hema Koppula, Abhishek Anand, Thorsten Joachims, Ashutosh Saxena. "Semantic Labeling of 3D Point Clouds for Indoor Scenes" | [Home Page] | [PDF]
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Marius Kloft, Gilles Blanchard. "The Local Rademacher Complexity of Lp-Norm Multiple Kernel Learning" | [Home Page] | [PDF]
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Ali Tofigh, Erik Sj̦lund, Mattias H̦glund, Jens Lagergren. "A Global Structural EM Algorithm for a Model of Cancer Progression" | [Home Page] | [PDF]
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Jiayu Zhou, Jianhui Chen, Jieping Ye. "Clustered Multi-Task Learning Via Alternating Structure Optimization" | [Home Page] | [PDF]
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Ali Jalali, Christopher Johnson, Pradeep Ravikumar. "On Learning Discrete Graphical Models using Greedy Methods" | [Home Page] | [PDF]
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Vincent Delaitre, Josef Sivic, Ivan Laptev. "Learning person-object interactions for action recognition in still images" | [Home Page] | [PDF]
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Oliver Stegle, Christoph Lippert, Joris M. Mooij, Neil Lawrence, Karsten Borgwardt. "Efficient inference in matrix-variate Gaussian models with \iid observation noise" | [Home Page] | [PDF]
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David Choi, Patrick Wolfe, Edo M. Airoldi. "Confidence Sets for Network Structure" | [Home Page] | [PDF]
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Jun-ichiro Hirayama, Aapo Hyvärinen. "Structural equations and divisive normalization for energy-dependent component analysis" | [Home Page] | [PDF]
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Andrew Mchutchon, Carl Rasmussen. "Gaussian Process Training with Input Noise" | [Home Page] | [PDF]
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Nati Srebro, Karthik Sridharan, Ambuj Tewari. "On the Universality of Online Mirror Descent" | [Home Page] | [PDF]
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Taiji Suzuki. "Unifying Framework for Fast Learning Rate of Non-Sparse Multiple Kernel Learning" | [Home Page] | [PDF]
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Mohammad Ghavamzadeh, Hilbert Kappen, Mohammad Azar, Rémi Munos. "Speedy Q-Learning" | [Home Page] | [PDF]
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Po-ling Loh, Martin J. Wainwright. "High-dimensional regression with noisy and missing data: Provable guarantees with non-convexity" | [Home Page] | [PDF]
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Dong Dai, Tong Zhang. "Greedy Model Averaging" | [Home Page] | [PDF]
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Nico Goernitz, Christian Widmer, Georg Zeller, Andre Kahles, Gunnar Rätsch, Sören Sonnenburg. "Hierarchical Multitask Structured Output Learning for Large-scale Sequence Segmentation" | [Home Page] | [PDF]
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Artin Armagan, Merlise Clyde, David Dunson. "Generalized Beta Mixtures of Gaussians" | [Home Page] | [PDF]
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Andreas Damianou, Michalis Titsias, Neil Lawrence. "Variational Gaussian Process Dynamical Systems" | [Home Page] | [PDF]
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Levi Boyles, Anoop Korattikara, Deva Ramanan, Max Welling. "Statistical Tests for Optimization Efficiency" | [Home Page] | [PDF]
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Ryota Tomioka, Taiji Suzuki, Kohei Hayashi, Hisashi Kashima. "Statistical Performance of Convex Tensor Decomposition" | [Home Page] | [PDF]
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Matthew Kayala, Pierre Baldi. "A Machine Learning Approach to Predict Chemical Reactions" | [Home Page] | [PDF]
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Christos Boutsidis, Petros Drineas, Malik Magdon-Ismail. "Sparse Features for PCA-Like Linear Regression" | [Home Page] | [PDF]
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Michalis Titsias, Miguel Lázaro-Gredilla. "Spike and Slab Variational Inference for Multi-Task and Multiple Kernel Learning" | [Home Page] | [PDF]
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David Reichert, Peggy Series, Amos J. Storkey. "Neuronal Adaptation for Sampling-Based Probabilistic Inference in Perceptual Bistability" | [Home Page] | [PDF]
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Andre Barreto, Doina Precup, Joelle Pineau. "Reinforcement Learning using Kernel-Based Stochastic Factorization" | [Home Page] | [PDF]
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Andrew Cotter, Ohad Shamir, Nati Srebro, Karthik Sridharan. "Better Mini-Batch Algorithms via Accelerated Gradient Methods" | [Home Page] | [PDF]
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Gilles Blanchard, Gyemin Lee, Clayton Scott. "Generalizing from Several Related Classification Tasks to a New Unlabeled Sample" | [Home Page] | [PDF]
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Martin Stemmler, Biswa Sengupta, Simon Laughlin, Jeremy Niven. "Energetically Optimal Action Potentials" | [Home Page] | [PDF]
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Shinichi Nakajima, Masashi Sugiyama, S. Babacan. "Global Solution of Fully-Observed Variational Bayesian Matrix Factorization is Column-Wise Independent" | [Home Page] | [PDF]
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Phil Long, Rocco Servedio. "Algorithms and hardness results for parallel large margin learning" | [Home Page] | [PDF]
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Binbin Lin, Chiyuan Zhang, Xiaofei He. "Semi-supervised Regression via Parallel Field Regularization" | [Home Page] | [PDF]
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Ricardo Silva. "Thinning Measurement Models and Questionnaire Design" | [Home Page] | [PDF]
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Philipp Krähenbühl, Vladlen Koltun. "Efficient Inference in Fully Connected CRFs with Gaussian Edge Potentials" | [Home Page] | [PDF]
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Trung Pham, Tat-jun Chin, Jin Yu, David Suter. "Simultaneous Sampling and Multi-Structure Fitting with Adaptive Reversible Jump MCMC" | [Home Page] | [PDF]
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Balazs Ujfalussy, Máté Lengyel. "Active dendrites: adaptation to spike-based communication" | [Home Page] | [PDF]
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Francis Bach. "Shaping Level Sets with Submodular Functions" | [Home Page] | [PDF]
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Richard Turner, Maneesh Sahani. "Probabilistic amplitude and frequency demodulation" | [Home Page] | [PDF]
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Victor Gabillon, Mohammad Ghavamzadeh, Alessandro Lazaric, Sébastien Bubeck. "Multi-Bandit Best Arm Identification" | [Home Page] | [PDF]
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Sergey Levine, Zoran Popovic, Vladlen Koltun. "Nonlinear Inverse Reinforcement Learning with Gaussian Processes" | [Home Page] | [PDF]
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Feng Yan, Yuan Qi. "EigenNet: A Bayesian hybrid of generative and conditional models for sparse learning" | [Home Page] | [PDF]
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David Karger, Sewoong Oh, Devavrat Shah. "Iterative Learning for Reliable Crowdsourcing Systems" | [Home Page] | [PDF]
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Mladen Kolar, Sivaraman Balakrishnan, Alessandro Rinaldo, Aarti Singh. "Minimax Localization of Structural Information in Large Noisy Matrices" | [Home Page] | [PDF]
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Ryan Gomes, Peter Welinder, Andreas Krause, Pietro Perona. "Crowdclustering" | [Home Page] | [PDF]
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Armen Allahverdyan, Aram Galstyan. "Comparative Analysis of Viterbi Training and Maximum Likelihood Estimation for HMMs" | [Home Page] | [PDF]
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Dylan Simon, Nathaniel Daw. "Environmental statistics and the trade-off between model-based and TD learning in humans" | [Home Page] | [PDF]
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Asela Gunawardana, Christopher Meek, Puyang Xu. "A Model for Temporal Dependencies in Event Streams" | [Home Page] | [PDF]
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Hai-son Le, Ziv Bar-joseph. "Inferring Interaction Networks using the IBP applied to microRNA Target Prediction" | [Home Page] | [PDF]
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Zachary Pitkow, Yashar Ahmadian, Ken Miller. "Learning unbelievable probabilities" | [Home Page] | [PDF]
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Makoto Yamada, Taiji Suzuki, Takafumi Kanamori, Hirotaka Hachiya, Masashi Sugiyama. "Relative Density-Ratio Estimation for Robust Distribution Comparison" | [Home Page] | [PDF]
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Salah Rifai, Yann N. Dauphin, Pascal Vincent, Yoshua Bengio, Xavier Muller. "The Manifold Tangent Classifier" | [Home Page] | [PDF]
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Nitesh Shroff, Pavan Turaga, Rama Chellappa. "Manifold Precis: An Annealing Technique for Diverse Sampling of Manifolds" | [Home Page] | [PDF]
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Matthew Zeiler, Graham W. Taylor, Leonid Sigal, Iain Matthews, Rob Fergus. "Facial Expression Transfer with Input-Output Temporal Restricted Boltzmann Machines" | [Home Page] | [PDF]
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Loc Bui, Ramesh Johari, Shie Mannor. "Committing Bandits" | [Home Page] | [PDF]
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Bin Zhao, Fei Li, Eric Xing. "Large-Scale Category Structure Aware Image Categorization" | [Home Page] | [PDF]
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Joris M. Mooij, Dominik Janzing, Tom Heskes, Bernhard Schölkopf. "On Causal Discovery with Cyclic Additive Noise Models" | [Home Page] | [PDF]
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Martin Slawski, Matthias Hein. "Sparse recovery by thresholded non-negative least squares" | [Home Page] | [PDF]
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Qian Sun, Rita Chattopadhyay, Sethuraman Panchanathan, Jieping Ye. "A Two-Stage Weighting Framework for Multi-Source Domain Adaptation" | [Home Page] | [PDF]
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Joel Veness, Marc Lanctot, Michael Bowling. "Variance Reduction in Monte-Carlo Tree Search" | [Home Page] | [PDF]
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Gautam Kunapuli, Richard Maclin, Jude Shavlik. "Advice Refinement in Knowledge-Based SVMs" | [Home Page] | [PDF]
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Stefanie Jegelka, Hui Lin, Jeff A. Bilmes. "On fast approximate submodular minimization" | [Home Page] | [PDF]
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Kamil Wnuk, Stefano Soatto. "Multiple Instance Filtering" | [Home Page] | [PDF]
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Paul Wagner. "A reinterpretation of the policy oscillation phenomenon in approximate policy iteration" | [Home Page] | [PDF]
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Congcong Li, Ashutosh Saxena, Tsuhan Chen. "$\theta$-MRF: Capturing Spatial and Semantic Structure in the Parameters for Scene Understanding" | [Home Page] | [PDF]
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Vijay Mahadevan, Chi Wong, Jose Pereira, Tom Liu, Nuno Vasconcelos, Lawrence Saul. "Maximum Covariance Unfolding : Manifold Learning for Bimodal Data" | [Home Page] | [PDF]
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Sivaraman Balakrishnan, Min Xu, Akshay Krishnamurthy, Aarti Singh. "Noise Thresholds for Spectral Clustering" | [Home Page] | [PDF]
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Le Song, Eric Xing, Ankur Parikh. "Kernel Embeddings of Latent Tree Graphical Models" | [Home Page] | [PDF]
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Blake Shaw, Bert Huang, Tony Jebara. "Learning a Distance Metric from a Network" | [Home Page] | [PDF]
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Dmitry Pidan, Ran El-Yaniv. "Selective Prediction of Financial Trends with Hidden Markov Models" | [Home Page] | [PDF]
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Thomas Walsh, Daniel Hewlett, Clayton Morrison. "Blending Autonomous Exploration and Apprenticeship Learning" | [Home Page] | [PDF]
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Joseph J. Lim, Russ R. Salakhutdinov, Antonio Torralba. "Transfer Learning by Borrowing Examples for Multiclass Object Detection" | [Home Page] | [PDF]
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Chaitanya Ekanadham, Daniel Tranchina, Eero Simoncelli. "A blind sparse deconvolution method for neural spike identification" | [Home Page] | [PDF]
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Scott Niekum, Andrew Barto. "Clustering via Dirichlet Process Mixture Models for Portable Skill Discovery" | [Home Page] | [PDF]
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Maneesh Bhand, Ritvik Mudur, Bipin Suresh, Andrew Saxe, Andrew Ng. "Unsupervised learning models of primary cortical receptive fields and receptive field plasticity" | [Home Page] | [PDF]
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Yasin Abbasi-yadkori, Dávid Pál, Csaba Szepesvári. "Improved Algorithms for Linear Stochastic Bandits" | [Home Page] | [PDF]
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Shie Mannor, Ohad Shamir. "From Bandits to Experts: On the Value of Side-Observations" | [Home Page] | [PDF]
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Philipp Hennig. "Optimal Reinforcement Learning for Gaussian Systems" | [Home Page] | [PDF]
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Olivier Chapelle, Lihong Li. "An Empirical Evaluation of Thompson Sampling" | [Home Page] | [PDF]
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João Messias, Matthijs Spaan, Pedro Lima. "Efficient Offline Communication Policies for Factored Multiagent POMDPs" | [Home Page] | [PDF]
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Xinggang Wang, Xiang Bai, Xingwei Yang, Wenyu Liu, Longin Latecki. "Maximal Cliques that Satisfy Hard Constraints with Application to Deformable Object Model Learning" | [Home Page] | [PDF]
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Yichuan Zhang, Charles Sutton. "Quasi-Newton Methods for Markov Chain Monte Carlo" | [Home Page] | [PDF]
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Florian Stimberg, Manfred Opper, Guido Sanguinetti, Andreas Ruttor. "Inference in continuous-time change-point models" | [Home Page] | [PDF]
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Yi-kai Liu. "Universal low-rank matrix recovery from Pauli measurements" | [Home Page] | [PDF]
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Simon Wiesler, Hermann Ney. "A Convergence Analysis of Log-Linear Training" | [Home Page] | [PDF]
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Fatma Karzan, Arkadi S. Nemirovski, Boris Polyak, Anatoli Juditsky. "On the accuracy of l1-filtering of signals with block-sparse structure" | [Home Page] | [PDF]
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Liang Xiong, Barnabás Póczos, Jeff Schneider. "Group Anomaly Detection using Flexible Genre Models" | [Home Page] | [PDF]
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Dominique Tschopp, Suhas Diggavi, Payam Delgosha, Soheil Mohajer. "Randomized Algorithms for Comparison-based Search" | [Home Page] | [PDF]
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Dan Zhang, Yan Liu, Luo Si, Jian Zhang, Richard Lawrence. "Multiple Instance Learning on Structured Data" | [Home Page] | [PDF]
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Adrian Ion, Joao Carreira, Cristian Sminchisescu. "Probabilistic Joint Image Segmentation and Labeling" | [Home Page] | [PDF]
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Zhen Li, Huazhong Ning, Liangliang Cao, Tong Zhang, Yihong Gong, Thomas S. Huang. "Learning to Search Efficiently in High Dimensions" | [Home Page] | [PDF]
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Kristen Grauman, Fei Sha, Sung Hwang. "Learning a Tree of Metrics with Disjoint Visual Features" | [Home Page] | [PDF]
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Zhan Lim, Lee Sun, David Hsu. "Monte Carlo Value Iteration with Macro-Actions" | [Home Page] | [PDF]
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Vikas Sindhwani, Aurelie C. Lozano. "Non-parametric Group Orthogonal Matching Pursuit for Sparse Learning with Multiple Kernels" | [Home Page] | [PDF]
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Alekh Agarwal, John C. Duchi. "Distributed Delayed Stochastic Optimization" | [Home Page] | [PDF]
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Michael C. Mozer, Benjamin Link, Harold Pashler. "An Unsupervised Decontamination Procedure For Improving The Reliability Of Human Judgments" | [Home Page] | [PDF]
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Andreas Krause, Cheng Ong. "Contextual Gaussian Process Bandit Optimization" | [Home Page] | [PDF]
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Rina Foygel, Ohad Shamir, Nati Srebro, Russ R. Salakhutdinov. "Learning with the weighted trace-norm under arbitrary sampling distributions" | [Home Page] | [PDF]
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Wieland Brendel, Ranulfo Romo, Christian K. Machens. "Demixed Principal Component Analysis" | [Home Page] | [PDF]
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Flavio Chierichetti, David Liben-nowell, Jon Kleinberg. "Reconstructing Patterns of Information Diffusion from Incomplete Observations" | [Home Page] | [PDF]
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Jing Lei. "Differentially Private M-Estimators" | [Home Page] | [PDF]
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Ichiro Takeuchi, Masashi Sugiyama. "Target Neighbor Consistent Feature Weighting for Nearest Neighbor Classification" | [Home Page] | [PDF]
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Liefeng Bo, Xiaofeng Ren, Dieter Fox. "Hierarchical Matching Pursuit for Image Classification: Architecture and Fast Algorithms" | [Home Page] | [PDF]
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Denis D. Maua, Cassio Campos. "Solving Decision Problems with Limited Information" | [Home Page] | [PDF]
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Faisal Khan, Bilge Mutlu, Jerry Zhu. "How Do Humans Teach: On Curriculum Learning and Teaching Dimension" | [Home Page] | [PDF]
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Thomas Griffiths, Michael James. "A rational model of causal inference with continuous causes" | [Home Page] | [PDF]
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Shuai Huang, Jing Li, Jieping Ye, Teresa Wu, Kewei Chen, Adam Fleisher, Eric Reiman. "Identifying Alzheimer's Disease-Related Brain Regions from Multi-Modality Neuroimaging Data using Sparse Composite Linear Discrimination Analysis" | [Home Page] | [PDF]
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Arthur Szlam, Karol Gregor, Yann Cun. "Structured sparse coding via lateral inhibition" | [Home Page] | [PDF]
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George Konidaris, Scott Niekum, Philip S. Thomas. "TD_gamma: Re-evaluating Complex Backups in Temporal Difference Learning" | [Home Page] | [PDF]
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Ryota Kobayashi, Yasuhiro Tsubo, Petr Lansky, Shigeru Shinomoto. "Estimating time-varying input signals and ion channel states from a single voltage trace of a neuron" | [Home Page] | [PDF]
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Andreas Geiger, Christian Wojek, Raquel Urtasun. "Joint 3D Estimation of Objects and Scene Layout" | [Home Page] | [PDF]
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Ehsan Elhamifar, René Vidal. "Sparse Manifold Clustering and Embedding" | [Home Page] | [PDF]
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James Petterson, Tibério Caetano. "Submodular Multi-Label Learning" | [Home Page] | [PDF]
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Angela Yao, Juergen Gall, Luc V. Gool, Raquel Urtasun. "Learning Probabilistic Non-Linear Latent Variable Models for Tracking Complex Activities" | [Home Page] | [PDF]
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Daniel R. Sheldon, Thomas Dietterich. "Collective Graphical Models" | [Home Page] | [PDF]
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David Wipf. "Sparse Estimation with Structured Dictionaries" | [Home Page] | [PDF]
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Elad Hazan, Satyen Kale. "Newtron: an Efficient Bandit algorithm for Online Multiclass Prediction" | [Home Page] | [PDF]
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J. Kolter. "The Fixed Points of Off-Policy TD" | [Home Page] | [PDF]
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Alessandro Lazaric, Marcello Restelli. "Transfer from Multiple MDPs" | [Home Page] | [PDF]
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Victor Lempitsky, Andrea Vedaldi, Andrew Zisserman. "Pylon Model for Semantic Segmentation" | [Home Page] | [PDF]
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Jakob H. Macke, Iain Murray, Peter Latham. "How biased are maximum entropy models?" | [Home Page] | [PDF]
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Yee Teh, Vinayak Rao. "Gaussian process modulated renewal processes" | [Home Page] | [PDF]
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Joseph Austerweil, Abram L. Friesen, Thomas Griffiths. "An ideal observer model for identifying the reference frame of objects" | [Home Page] | [PDF]
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Ambuj Tewari, Pradeep Ravikumar, Inderjit Dhillon. "Greedy Algorithms for Structurally Constrained High Dimensional Problems" | [Home Page] | [PDF]