| 2015 | A Bayes consistent 1-NN classifier. Aryeh Kontorovich, Roi Weiss |
| 2015 | A Consistent Method for Graph Based Anomaly Localization. Satoshi Hara, Tetsuro Morimura, Toshihiro Takahashi, Hiroki Yanagisawa, Taiji Suzuki |
| 2015 | A Dirichlet Process Mixture Model for Spherical Data. Julian Straub, Jason Chang, Oren Freifeld, John W. Fisher III |
| 2015 | A Greedy Homotopy Method for Regression with Nonconvex Constraints. Fabian L. Wauthier, Peter Donnelly |
| 2015 | A Rate of Convergence for Mixture Proportion Estimation, with Application to Learning from Noisy Labels. Clayton Scott |
| 2015 | A Scalable Algorithm for Structured Kernel Feature Selection. Shaogang Ren, Shuai Huang, John A. Onofrey, Xenios Papademetris, Xiaoning Qian |
| 2015 | A Simple Homotopy Algorithm for Compressive Sensing. Lijun Zhang, Tianbao Yang, Rong Jin, Zhi-Hua Zhou |
| 2015 | A Spectral Algorithm for Inference in Hidden semi-Markov Models. Igor Melnyk, Arindam Banerjee |
| 2015 | A Sufficient Statistics Construction of Exponential Family Levy Measure Densities for Nonparametric Conjugate Models. Robert Finn, Brian Kulis |
| 2015 | A Topic Modeling Approach to Ranking. Weicong Ding, Prakash Ishwar, Venkatesh Saligrama |
| 2015 | A la Carte - Learning Fast Kernels. Zichao Yang, Andrew Gordon Wilson, Alexander J. Smola, Le Song |
| 2015 | A totally unimodular view of structured sparsity. Marwa El Halabi, Volkan Cevher |
| 2015 | Accurate and conservative estimates of MRF log-likelihood using reverse annealing. Yuri Burda, Roger B. Grosse, Ruslan Salakhutdinov |
| 2015 | Active Pointillistic Pattern Search. Yifei Ma, Danica J. Sutherland, Roman Garnett, Jeff G. Schneider |
| 2015 | Averaged Least-Mean-Squares: Bias-Variance Trade-offs and Optimal Sampling Distributions. Alexandre Défossez, Francis R. Bach |
| 2015 | Back to the Past: Source Identification in Diffusion Networks from Partially Observed Cascades. Mehrdad Farajtabar, Manuel Gomez-Rodriguez, Mohammad Zamani, Nan Du, Hongyuan Zha, Le Song |
| 2015 | Bayesian Hierarchical Clustering with Exponential Family: Small-Variance Asymptotics and Reducibility. Juho Lee, Seungjin Choi |
| 2015 | Calibration of conditional composite likelihood for Bayesian inference on Gibbs random fields. Julien Stoehr, Nial Friel |
| 2015 | Column Subset Selection with Missing Data via Active Sampling. Yining Wang, Aarti Singh |
| 2015 | Compressed Sensing with Very Sparse Gaussian Random Projections. Ping Li, Cun-Hui Zhang |
| 2015 | Computational Complexity of Linear Large Margin Classification With Ramp Loss. Søren Frejstrup Maibing, Christian Igel |
| 2015 | Conditional Restricted Boltzmann Machines for Multi-label Learning with Incomplete Labels. Xin Li, Feipeng Zhao, Yuhong Guo |
| 2015 | Consensus Message Passing for Layered Graphical Models. Varun Jampani, S. M. Ali Eslami, Daniel Tarlow, Pushmeet Kohli, John M. Winn |
| 2015 | Consistent Collective Matrix Completion under Joint Low Rank Structure. Suriya Gunasekar, Makoto Yamada, Dawei Yin, Yi Chang |
| 2015 | Convex Multi-Task Learning by Clustering. Aviad Barzilai, Koby Crammer |
| 2015 | Cross-domain recommendation without shared users or items by sharing latent vector distributions. Tomoharu Iwata, Koh Takeuchi |
| 2015 | DART: Dropouts meet Multiple Additive Regression Trees. Korlakai Vinayak Rashmi, Ran Gilad-Bachrach |
| 2015 | Data modeling with the elliptical gamma distribution. Suvrit Sra, Reshad Hosseini, Lucas Theis, Matthias Bethge |
| 2015 | Deep Exponential Families. Rajesh Ranganath, Linpeng Tang, Laurent Charlin, David M. Blei |
| 2015 | Deeply-Supervised Nets. Chen-Yu Lee, Saining Xie, Patrick W. Gallagher, Zhengyou Zhang, Zhuowen Tu |
| 2015 | Dimensionality estimation without distances. Matthäus Kleindessner, Ulrike von Luxburg |
| 2015 | Direct Density-Derivative Estimation and Its Application in KL-Divergence Approximation. Hiroaki Sasaki, Yung-Kyun Noh, Masashi Sugiyama |
| 2015 | Efficient Estimation of Mutual Information for Strongly Dependent Variables. Shuyang Gao, Greg Ver Steeg, Aram Galstyan |
| 2015 | Efficient Second-Order Gradient Boosting for Conditional Random Fields. Tianqi Chen, Sameer Singh, Ben Taskar, Carlos Guestrin |
| 2015 | Efficient Sparse Clustering of High-Dimensional Non-spherical Gaussian Mixtures. Martin Azizyan, Aarti Singh, Larry A. Wasserman |
| 2015 | Efficient Training of Structured SVMs via Soft Constraints. Ofer Meshi, Nathan Srebro, Tamir Hazan |
| 2015 | Estimating the accuracies of multiple classifiers without labeled data. Ariel Jaffe, Boaz Nadler, Yuval Kluger |
| 2015 | Estimation from Pairwise Comparisons: Sharp Minimax Bounds with Topology Dependence. Nihar B. Shah, Sivaraman Balakrishnan, Joseph K. Bradley, Abhay Parekh, Kannan Ramchandran, Martin J. Wainwright |
| 2015 | Exact Bayesian Learning of Ancestor Relations in Bayesian Networks. Yetian Chen, Lingjian Meng, Jin Tian |
| 2015 | Exploiting Symmetries to Construct Efficient MCMC Algorithms With an Application to SLAM. Roshan Shariff, András György, Csaba Szepesvári |
| 2015 | Falling Rule Lists. Fulton Wang, Cynthia Rudin |
| 2015 | Fast Function to Function Regression. Junier B. Oliva, Willie Neiswanger, Barnabás Póczos, Eric P. Xing, Hy Trac, Shirley Ho, Jeff G. Schneider |
| 2015 | Feature Selection for Linear SVM with Provable Guarantees. Saurabh Paul, Malik Magdon-Ismail, Petros Drineas |
| 2015 | Filtered Search for Submodular Maximization with Controllable Approximation Bounds. Wenlin Chen, Yixin Chen, Kilian Q. Weinberger |
| 2015 | Gamma Processes, Stick-Breaking, and Variational Inference. Anirban Roychowdhury, Brian Kulis |
| 2015 | Gaussian Processes for Bayesian hypothesis tests on regression functions. Alessio Benavoli, Francesca Mangili |
| 2015 | Generalized Linear Models for Aggregated Data. Avradeep Bhowmik, Joydeep Ghosh, Oluwasanmi Koyejo |
| 2015 | Global Multi-armed Bandits with Hölder Continuity. Onur Atan, Cem Tekin, Mihaela van der Schaar |
| 2015 | Graph Approximation and Clustering on a Budget. Ethan Fetaya, Ohad Shamir, Shimon Ullman |
| 2015 | Implementable confidence sets in high dimensional regression. Alexandra Carpentier |
| 2015 | Inference of Cause and Effect with Unsupervised Inverse Regression. Eleni Sgouritsa, Dominik Janzing, Philipp Hennig, Bernhard Schölkopf |
| 2015 | Inferring Block Structure of Graphical Models in Exponential Families. Siqi Sun, Hai Wang, Jinbo Xu |
| 2015 | Infinite Edge Partition Models for Overlapping Community Detection and Link Prediction. Mingyuan Zhou |
| 2015 | Latent feature regression for multivariate count data. Arto Klami, Abhishek Tripathi, Johannes Sirola, Lauri Väre, Frédéric Roulland |
| 2015 | Learning Deep Sigmoid Belief Networks with Data Augmentation. Zhe Gan, Ricardo Henao, David E. Carlson, Lawrence Carin |
| 2015 | Learning Efficient Anomaly Detectors from K-NN Graphs. Jonathan Root, Jing Qian, Venkatesh Saligrama |
| 2015 | Learning Where to Sample in Structured Prediction. Tianlin Shi, Jacob Steinhardt, Percy Liang |
| 2015 | Learning from Data with Heterogeneous Noise using SGD. Shuang Song, Kamalika Chaudhuri, Anand D. Sarwate |
| 2015 | Learning of Non-Parametric Control Policies with High-Dimensional State Features. Herke van Hoof, Jan Peters, Gerhard Neumann |
| 2015 | Low-Rank Spectral Learning with Weighted Loss Functions. Alex Kulesza, Nan Jiang, Satinder Singh |
| 2015 | Majorization-Minimization for Manifold Embedding. Zhirong Yang, Jaakko Peltonen, Samuel Kaski |
| 2015 | Max-Margin Zero-Shot Learning for Multi-class Classification. Xin Li, Yuhong Guo |
| 2015 | Maximally Informative Hierarchical Representations of High-Dimensional Data. Greg Ver Steeg, Aram Galstyan |
| 2015 | Metric recovery from directed unweighted graphs. Tatsunori B. Hashimoto, Yi Sun, Tommi S. Jaakkola |
| 2015 | Minimizing Nonconvex Non-Separable Functions. Yaoliang Yu, Xun Zheng, Micol Marchetti-Bowick, Eric P. Xing |
| 2015 | Missing at Random in Graphical Models. Jin Tian |
| 2015 | Model Selection for Topic Models via Spectral Decomposition. Dehua Cheng, Xinran He, Yan Liu |
| 2015 | Modeling Skill Acquisition Over Time with Sequence and Topic Modeling. José P. González-Brenes |
| 2015 | Modelling Policies in MDPs in Reproducing Kernel Hilbert Space. Guy Lever, Ronnie Stafford |
| 2015 | Multi-Manifold Modeling in Non-Euclidean spaces. Xu Wang, Konstantinos Slavakis, Gilad Lerman |
| 2015 | Near-optimal max-affine estimators for convex regression. Gábor Balázs, András György, Csaba Szepesvári |
| 2015 | Non-Uniform Stochastic Average Gradient Method for Training Conditional Random Fields. Mark Schmidt, Reza Babanezhad, Mohamed Osama Ahmed, Aaron Defazio, Ann Clifton, Anoop Sarkar |
| 2015 | Nonparametric Bayesian Factor Analysis for Dynamic Count Matrices. Ayan Acharya, Joydeep Ghosh, Mingyuan Zhou |
| 2015 | On Anomaly Ranking and Excess-Mass Curves. Nicolas Goix, Anne Sabourin, Stéphan Clémençon |
| 2015 | On Approximate Non-submodular Minimization via Tree-Structured Supermodularity. Yoshinobu Kawahara, Rishabh K. Iyer, Jeff A. Bilmes |
| 2015 | On Estimating L22 Divergence. Akshay Krishnamurthy, Kirthevasan Kandasamy, Barnabás Póczos, Larry A. Wasserman |
| 2015 | On Theoretical Properties of Sum-Product Networks. Robert Peharz, Sebastian Tschiatschek, Franz Pernkopf, Pedro M. Domingos |
| 2015 | On the High Dimensional Power of a Linear-Time Two Sample Test under Mean-shift Alternatives. Sashank J. Reddi, Aaditya Ramdas, Barnabás Póczos, Aarti Singh, Larry A. Wasserman |
| 2015 | One-bit Compressed Sensing with the k-Support Norm. Sheng Chen, Arindam Banerjee |
| 2015 | Online Optimization : Competing with Dynamic Comparators. Ali Jadbabaie, Alexander Rakhlin, Shahin Shahrampour, Karthik Sridharan |
| 2015 | Online Ranking with Top-1 Feedback. Sougata Chaudhuri, Ambuj Tewari |
| 2015 | Parameter Estimation of Generalized Linear Models without Assuming their Link Function. Sreangsu Acharyya, Joydeep Ghosh |
| 2015 | Particle Gibbs for Bayesian Additive Regression Trees. Balaji Lakshminarayanan, Daniel M. Roy, Yee Whye Teh |
| 2015 | Particle Gibbs with Ancestor Sampling for Probabilistic Programs. Jan-Willem van de Meent, Hongseok Yang, Vikash Mansinghka, Frank D. Wood |
| 2015 | Power-Law Graph Cuts. Xiangyang Zhou, Jiaxin Zhang, Brian Kulis |
| 2015 | Predicting Preference Reversals via Gaussian Process Uncertainty Aversion. Rikiya Takahashi, Tetsuro Morimura |
| 2015 | Predictive Inverse Optimal Control for Linear-Quadratic-Gaussian Systems. Xiangli Chen, Brian D. Ziebart |
| 2015 | Preface. Guy Lebanon, S. V. N. Vishwanathan |
| 2015 | Preferential Attachment in Graphs with Affinities. Jay Lee, Manzil Zaheer, Stephan Günnemann, Alexander J. Smola |
| 2015 | Preserving Privacy of Continuous High-dimensional Data with Minimax Filters. Jihun Hamm |
| 2015 | Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, AISTATS 2015, San Diego, California, USA, May 9-12, 2015 Guy Lebanon, S. V. N. Vishwanathan |
| 2015 | Reactive bandits with attitude. Pedro A. Ortega, Kee-Eung Kim, Daniel D. Lee |
| 2015 | Reliable and Scalable Variational Inference for the Hierarchical Dirichlet Process. Michael C. Hughes, Dae Il Kim, Erik B. Sudderth |
| 2015 | Revisiting the Limits of MAP Inference by MWSS on Perfect Graphs. Adrian Weller |
| 2015 | Robust Cost Sensitive Support Vector Machine. Shuichi Katsumata, Akiko Takeda |
| 2015 | Robust sketching for multiple square-root LASSO problems. Vu Pham, Laurent El Ghaoui |
| 2015 | Scalable Nonparametric Multiway Data Analysis. Shandian Zhe, Zenglin Xu, Xinqi Chu, Yuan (Alan) Qi, Youngja Park |
| 2015 | Scalable Optimization of Randomized Operational Decisions in Adversarial Classification Settings. Bo Li, Yevgeniy Vorobeychik |
| 2015 | Scalable Variational Gaussian Process Classification. James Hensman, Alexander G. de G. Matthews, Zoubin Ghahramani |
| 2015 | Sensor Selection for Crowdsensing Dynamical Systems. François Schnitzler, Jia Yuan Yu, Shie Mannor |
| 2015 | Sequential Kernel Herding: Frank-Wolfe Optimization for Particle Filtering. Simon Lacoste-Julien, Fredrik Lindsten, Francis R. Bach |
| 2015 | Similarity Learning for High-Dimensional Sparse Data. Kuan Liu, Aurélien Bellet, Fei Sha |
| 2015 | Sparse Dueling Bandits. Kevin Jamieson, Sumeet Katariya, Atul Deshpande, Robert D. Nowak |
| 2015 | Sparse Solutions to Nonnegative Linear Systems and Applications. Aditya Bhaskara, Ananda Theertha Suresh, Morteza Zadimoghaddam |
| 2015 | Sparse Submodular Probabilistic PCA. Rajiv Khanna, Joydeep Ghosh, Russell A. Poldrack, Oluwasanmi Koyejo |
| 2015 | Sparsistency of 1-Regularized M-Estimators. Yen-Huan Li, Jonathan Scarlett, Pradeep Ravikumar, Volkan Cevher |
| 2015 | Spectral Gap Error Bounds for Improving CUR Matrix Decomposition and the Nyström Method. David G. Anderson, Simon S. Du, Michael W. Mahoney, Christopher Melgaard, Kunming Wu, Ming Gu |
| 2015 | State Space Methods for Efficient Inference in Student-t Process Regression. Arno Solin, Simo Särkkä |
| 2015 | Stochastic Block Transition Models for Dynamic Networks. Kevin S. Xu |
| 2015 | Stochastic Spectral Descent for Restricted Boltzmann Machines. David E. Carlson, Volkan Cevher, Lawrence Carin |
| 2015 | Stochastic Structured Variational Inference. Matthew D. Hoffman, David M. Blei |
| 2015 | Streaming Variational Inference for Bayesian Nonparametric Mixture Models. Alex Tank, Nicholas J. Foti, Emily B. Fox |
| 2015 | Submodular Point Processes with Applications to Machine learning. Rishabh K. Iyer, Jeff A. Bilmes |
| 2015 | Symmetric Iterative Proportional Fitting. Sven Kurras |
| 2015 | Tensor Factorization via Matrix Factorization. Volodymyr Kuleshov, Arun Tejasvi Chaganty, Percy Liang |
| 2015 | The Bayesian Echo Chamber: Modeling Social Influence via Linguistic Accommodation. Fangjian Guo, Charles Blundell, Hanna M. Wallach, Katherine A. Heller |
| 2015 | The Log-Shift Penalty for Adaptive Estimation of Multiple Gaussian Graphical Models. Yuancheng Zhu, Rina Foygel Barber |
| 2015 | The Loss Surfaces of Multilayer Networks. Anna Choromanska, Mikael Henaff, Michaël Mathieu, Gérard Ben Arous, Yann LeCun |
| 2015 | The Security of Latent Dirichlet Allocation. Shike Mei, Xiaojin Zhu |
| 2015 | Tight Regret Bounds for Stochastic Combinatorial Semi-Bandits. Branislav Kveton, Zheng Wen, Azin Ashkan, Csaba Szepesvári |
| 2015 | Toward Minimax Off-policy Value Estimation. Lihong Li, Rémi Munos, Csaba Szepesvári |
| 2015 | Tradeoffs for Space, Time, Data and Risk in Unsupervised Learning. Mario Lucic, Mesrob I. Ohannessian, Amin Karbasi, Andreas Krause |
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| 2015 | Two-stage sampled learning theory on distributions. Zoltán Szabó, Arthur Gretton, Barnabás Póczos, Bharath K. Sriperumbudur |
| 2015 | Understanding and Evaluating Sparse Linear Discriminant Analysis. Yi Wu, David P. Wipf, Jeong-Min Yun |
| 2015 | Unifying Local Consistency and MAX SAT Relaxations for Scalable Inference with Rounding Guarantees. Stephen H. Bach, Bert Huang, Lise Getoor |
| 2015 | Variance Reduction via Antithetic Markov Chains. James Neufeld, Dale Schuurmans, Michael H. Bowling |
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