| 2013 | A Competitive Test for Uniformity of Monotone Distributions. Jayadev Acharya, Ashkan Jafarpour, Alon Orlitsky, Ananda Theertha Suresh |
| 2013 | A Last-Step Regression Algorithm for Non-Stationary Online Learning. Edward Moroshko, Koby Crammer |
| 2013 | A Parallel, Block Greedy Method for Sparse Inverse Covariance Estimation for Ultra-high Dimensions. Prabhanjan Kambadur, Aurélie C. Lozano |
| 2013 | A recursive estimate for the predictive likelihood in a topic model. James Scott, Jason Baldridge |
| 2013 | A simple criterion for controlling selection bias. Eunice Yuh-Jie Chen, Judea Pearl |
| 2013 | A simple sketching algorithm for entropy estimation over streaming data. Peter Clifford, Ioana Cosma |
| 2013 | A unifying representation for a class of dependent random measures. Nicholas J. Foti, Joseph D. Futoma, Daniel N. Rockmore, Sinead Williamson |
| 2013 | Active Learning for Interactive Visualization. Tomoharu Iwata, Neil Houlsby, Zoubin Ghahramani |
| 2013 | Bayesian Structure Learning for Functional Neuroimaging. Mijung Park, Oluwasanmi Koyejo, Joydeep Ghosh, Russell A. Poldrack, Jonathan W. Pillow |
| 2013 | Bayesian learning of joint distributions of objects. Anjishnu Banerjee, Jared Murray, David B. Dunson |
| 2013 | Bethe Bounds and Approximating the Global Optimum. Adrian Weller, Tony Jebara |
| 2013 | Beyond Sentiment: The Manifold of Human Emotions. Seungyeon Kim, Fuxin Li, Guy Lebanon, Irfan A. Essa |
| 2013 | Block Regularized Lasso for Multivariate Multi-Response Linear Regression. Weiguang Wang, Yingbin Liang, Eric P. Xing |
| 2013 | Central Limit Theorems for Conditional Markov Chains. Mathieu Sinn, Bei Chen |
| 2013 | Changepoint Detection over Graphs with the Spectral Scan Statistic. James Sharpnack, Aarti Singh, Alessandro Rinaldo |
| 2013 | Clustered Support Vector Machines. Quanquan Gu, Jiawei Han |
| 2013 | Clustering Oligarchies. Margareta Ackerman, Shai Ben-David, David Loker, Sivan Sabato |
| 2013 | Collapsed Variational Bayesian Inference for Hidden Markov Models. Pengyu Wang, Phil Blunsom |
| 2013 | Competing with an Infinite Set of Models in Reinforcement Learning. Phuong Nguyen, Odalric-Ambrym Maillard, Daniil Ryabko, Ronald Ortner |
| 2013 | Completeness Results for Lifted Variable Elimination. Nima Taghipour, Daan Fierens, Guy Van den Broeck, Jesse Davis, Hendrik Blockeel |
| 2013 | Computing the M Most Probable Modes of a Graphical Model. Chao Chen, Vladimir Kolmogorov, Yan Zhu, Dimitris N. Metaxas, Christoph H. Lampert |
| 2013 | Consensus Ranking with Signed Permutations. Raman Arora, Marina Meila |
| 2013 | Convex Collective Matrix Factorization. Guillaume Bouchard, Dawei Yin, Shengbo Guo |
| 2013 | DYNACARE: Dynamic Cardiac Arrest Risk Estimation. Joyce C. Ho, Yubin Park, Carlos Carvalho, Joydeep Ghosh |
| 2013 | Data-driven covariate selection for nonparametric estimation of causal effects. Doris Entner, Patrik O. Hoyer, Peter Spirtes |
| 2013 | Deep Gaussian Processes. Andreas C. Damianou, Neil D. Lawrence |
| 2013 | Detecting Activations over Graphs using Spanning Tree Wavelet Bases. James Sharpnack, Aarti Singh, Akshay Krishnamurthy |
| 2013 | Diagonal Orthant Multinomial Probit Models. James E. Johndrow, David B. Dunson, Kristian Lum |
| 2013 | Distributed Learning of Gaussian Graphical Models via Marginal Likelihoods. Zhaoshi Meng, Dennis L. Wei, Ami Wiesel, Alfred O. Hero III |
| 2013 | Distributed and Adaptive Darting Monte Carlo through Regenerations. Sungjin Ahn, Yutian Chen, Max Welling |
| 2013 | Distribution-Free Distribution Regression. Barnabás Póczos, Aarti Singh, Alessandro Rinaldo, Larry A. Wasserman |
| 2013 | DivMCuts: Faster Training of Structural SVMs with Diverse M-Best Cutting-Planes. Abner Guzmán-Rivera, Pushmeet Kohli, Dhruv Batra |
| 2013 | Dual Decomposition for Joint Discrete-Continuous Optimization. Christopher Zach |
| 2013 | Dynamic Copula Networks for Modeling Real-valued Time Series. Elad Eban, Gideon Rothschild, Adi Mizrahi, Israel Nelken, Gal Elidan |
| 2013 | Dynamic Scaled Sampling for Deterministic Constraints. Lei Li, Bharath Ramsundar, Stuart Russell |
| 2013 | Efficient Variational Inference for Gaussian Process Regression Networks. Trung V. Nguyen, Edwin V. Bonilla |
| 2013 | Efficiently Sampling Probabilistic Programs via Program Analysis. Arun Tejasvi Chaganty, Aditya V. Nori, Sriram K. Rajamani |
| 2013 | Estimating the Partition Function of Graphical Models Using Langevin Importance Sampling. Jianzhu Ma, Jian Peng, Sheng Wang, Jinbo Xu |
| 2013 | Evidence Estimation for Bayesian Partially Observed MRFs. Yutian Chen, Max Welling |
| 2013 | Exact Learning of Bounded Tree-width Bayesian Networks. Janne H. Korhonen, Pekka Parviainen |
| 2013 | Fast Near-GRID Gaussian Process Regression. Yuancheng Luo, Ramani Duraiswami |
| 2013 | Further Optimal Regret Bounds for Thompson Sampling. Shipra Agrawal, Navin Goyal |
| 2013 | Greedy Bilateral Sketch, Completion & Smoothing. Tianyi Zhou, Dacheng Tao |
| 2013 | High-dimensional Inference via Lipschitz Sparsity-Yielding Regularizers. Zheng Pan, Changshui Zhang |
| 2013 | Learning Markov Networks With Arithmetic Circuits. Daniel Lowd, Amirmohammad Rooshenas |
| 2013 | Learning Social Infectivity in Sparse Low-rank Networks Using Multi-dimensional Hawkes Processes. Ke Zhou, Hongyuan Zha, Le Song |
| 2013 | Learning to Top-K Search using Pairwise Comparisons. Brian Eriksson |
| 2013 | Localization and Adaptation in Online Learning. Alexander Rakhlin, Ohad Shamir, Karthik Sridharan |
| 2013 | Meta-Transportability of Causal Effects: A Formal Approach. Elias Bareinboim, Judea Pearl |
| 2013 | Mixed LICORS: A Nonparametric Algorithm for Predictive State Reconstruction. Georg M. Goerg, Cosma Rohilla Shalizi |
| 2013 | Nystrom Approximation for Large-Scale Determinantal Processes. Raja Hafiz Affandi, Alex Kulesza, Emily B. Fox, Ben Taskar |
| 2013 | ODE parameter inference using adaptive gradient matching with Gaussian processes. Frank Dondelinger, Dirk Husmeier, Simon Rogers, Maurizio Filippone |
| 2013 | On the Asymptotic Optimality of Maximum Margin Bayesian Networks. Sebastian Tschiatschek, Franz Pernkopf |
| 2013 | Permutation estimation and minimax rates of identifiability. Olivier Collier, Arnak S. Dalalyan |
| 2013 | Predictive Correlation Screening: Application to Two-stage Predictor Design in High Dimension. Hamed Firouzi, Bala Rajaratnam, Alfred O. Hero III |
| 2013 | Proceedings of the Sixteenth International Conference on Artificial Intelligence and Statistics, AISTATS 2013, Scottsdale, AZ, USA, April 29 - May 1, 2013 |
| 2013 | Random Projections for Support Vector Machines. Saurabh Paul, Christos Boutsidis, Malik Magdon-Ismail, Petros Drineas |
| 2013 | Reconstructing ecological networks with hierarchical Bayesian regression and Mondrian processes. Andrej Aderhold, Dirk Husmeier, V. Anne Smith |
| 2013 | Recursive Karcher Expectation Estimators And Geometric Law of Large Numbers. Jeffrey Ho, Guang Cheng, Hesamoddin Salehian, Baba C. Vemuri |
| 2013 | Scoring anomalies: a M-estimation formulation. Stéphan Clémençon, Jérémie Jakubowicz |
| 2013 | Sparse Principal Component Analysis for High Dimensional Multivariate Time Series. Zhaoran Wang, Fang Han, Han Liu |
| 2013 | Statistical Tests for Contagion in Observational Social Network Studies. Greg Ver Steeg, Aram Galstyan |
| 2013 | Stochastic blockmodeling of relational event dynamics. Christopher DuBois, Carter T. Butts, Padhraic Smyth |
| 2013 | Structural Expectation Propagation (SEP): Bayesian structure learning for networks with latent variables. Nevena Lazic, Christopher M. Bishop, John M. Winn |
| 2013 | Structure Learning of Mixed Graphical Models. Jason D. Lee, Trevor Hastie |
| 2013 | Supervised Sequential Classification Under Budget Constraints. Kirill Trapeznikov, Venkatesh Saligrama |
| 2013 | Texture Modeling with Convolutional Spike-and-Slab RBMs and Deep Extensions. Heng Luo, Pierre Luc Carrier, Aaron C. Courville, Yoshua Bengio |
| 2013 | Thompson Sampling in Switching Environments with Bayesian Online Change Detection. Joseph Charles Mellor, Jonathan Shapiro |
| 2013 | Ultrahigh Dimensional Feature Screening via RKHS Embeddings. Krishnakumar Balasubramanian, Bharath K. Sriperumbudur, Guy Lebanon |
| 2013 | Uncover Topic-Sensitive Information Diffusion Networks. Nan Du, Le Song, Hyenkyun Woo, Hongyuan Zha |
| 2013 | Unsupervised Link Selection in Networks. Quanquan Gu, Charu C. Aggarwal, Jiawei Han |
| 2013 | Why Steiner-tree type algorithms work for community detection. Mung Chiang, Henry Lam, Zhenming Liu, H. Vincent Poor |