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| 2015 | A Finite Population Likelihood Ratio Test of the Sharp Null Hypothesis for Compliers. Wen Wei Loh, Thomas S. Richardson |
| 2015 | A Markov Game Model for Valuing Player Actions in Ice Hockey. Kurt Routley, Oliver Schulte |
| 2015 | A Probabilistic Logic for Reasoning about Uncertain Temporal Information. Dragan Doder, Zoran Ognjanovic |
| 2015 | A Smart-Dumb/Dumb-Smart Algorithm for Efficient Split-Merge MCMC. Wei Wang, Stuart Russell |
| 2015 | Active Search and Bandits on Graphs using Sigma-Optimality. Yifei Ma, Tzu-Kuo Huang, Jeff G. Schneider |
| 2015 | Adversarial Cost-Sensitive Classification. Kaiser Asif, Wei Xing, Sima Behpour, Brian D. Ziebart |
| 2015 | An Upper Bound on the Global Optimum in Parameter Estimation. Khaled S. Refaat, Adnan Darwiche |
| 2015 | Annealed Gradient Descent for Deep Learning. Hengyue Pan, Hui Jiang |
| 2015 | Are You Doing What I Think You Are Doing? Criticising Uncertain Agent Models. Stefano V. Albrecht, Subramanian Ramamoorthy |
| 2015 | Auxiliary Gibbs Sampling for Inference in Piecewise-Constant Conditional Intensity Models. Zhen Qin, Christian R. Shelton |
| 2015 | Averaging of Decomposable Graphs by Dynamic Programming and Sampling. Kustaa Kangas, Teppo Mikael Niinimäki, Mikko Koivisto |
| 2015 | Bayes Optimal Feature Selection for Supervised Learning with General Performance Measures. C. G. Saneem Ahmed, Harikrishna Narasimhan, Shivani Agarwal |
| 2015 | Bayesian Network Learning with Discrete Case-Control Data. Giorgos Borboudakis, Ioannis Tsamardinos |
| 2015 | Bayesian Optimal Control of Smoothly Parameterized Systems. Yasin Abbasi-Yadkori, Csaba Szepesvári |
| 2015 | Bayesian Structure Learning for Stationary Time Series. Alex Tank, Nicholas J. Foti, Emily B. Fox |
| 2015 | Bethe Projections for Non-Local Inference. Luke Vilnis, David Belanger, Daniel Sheldon, Andrew McCallum |
| 2015 | Bethe and Related Pairwise Entropy Approximations. Adrian Weller |
| 2015 | Budget Constraints in Prediction Markets. Nikhil R. Devanur, Miroslav Dudík, Zhiyi Huang, David M. Pennock |
| 2015 | Budgeted Online Collective Inference. Jay Pujara, Ben London, Lise Getoor |
| 2015 | Classification of Sparse and Irregularly Sampled Time Series with Mixtures of Expected Gaussian Kernels and Random Features. Steven Cheng-Xian Li, Benjamin M. Marlin |
| 2015 | Clustered Sparse Bayesian Learning. Yu Wang, David P. Wipf, Jeong-Min Yun, Wei Chen, Ian J. Wassell |
| 2015 | Communication Efficient Coresets for Empirical Loss Minimization. Sashank J. Reddi, Barnabás Póczos, Alexander J. Smola |
| 2015 | Complexity of the Exact Solution to the Test Sequencing Problem. Wenhao Liu, Ross D. Shachter |
| 2015 | Computing Optimal Bayesian Decisions for Rank Aggregation via MCMC Sampling. David Hughes, Kevin Hwang, Lirong Xia |
| 2015 | Disciplined Convex Stochastic Programming: A New Framework for Stochastic Optimization. Alnur Ali, J. Zico Kolter, Steven Diamond, Stephen P. Boyd |
| 2015 | Discriminative Switching Linear Dynamical Systems applied to Physiological Condition Monitoring. Konstantinos Georgatzis, Christopher K. I. Williams |
| 2015 | Do-calculus when the True Graph Is Unknown. Antti Hyttinen, Frederick Eberhardt, Matti Järvisalo |
| 2015 | Effcient Transition Probability Computation for Continuous-Time Branching Processes via Compressed Sensing. Jason Xu, Vladimir N. Minin |
| 2015 | Efficient Algorithms for Bayesian Network Parameter Learning from Incomplete Data. Guy Van den Broeck, Karthika Mohan, Arthur Choi, Adnan Darwiche, Judea Pearl |
| 2015 | Encoding Markov logic networks in Possibilistic Logic. Ondrej Kuzelka, Jesse Davis, Steven Schockaert |
| 2015 | Equitable Partitions of Concave Free Energies. Martin Mladenov, Kristian Kersting |
| 2015 | Estimating Mutual Information by Local Gaussian Approximation. Shuyang Gao, Greg Ver Steeg, Aram Galstyan |
| 2015 | Estimating the Partition Function by Discriminance Sampling. Qiang Liu, Jian Peng, Alexander Ihler, John W. Fisher III |
| 2015 | Extend Transferable Belief Models with Probabilistic Priors. Chunlai Zhou, Yuan Feng |
| 2015 | Fast Algorithms for Learning with Long N-grams via Suffix Tree Based Matrix Multiplication. Hristo S. Paskov, John C. Mitchell, Trevor J. Hastie |
| 2015 | Fast Relative-Error Approximation Algorithm for Ridge Regression. Shouyuan Chen, Yang Liu, Michael R. Lyu, Irwin King, Shengyu Zhang |
| 2015 | Finite-Sample Analysis of Proximal Gradient TD Algorithms. Bo Liu, Ji Liu, Mohammad Ghavamzadeh, Sridhar Mahadevan, Marek Petrik |
| 2015 | Generalization Bounds for Transfer Learning under Model Shift. Xuezhi Wang, Jeff G. Schneider |
| 2015 | Geometric Network Comparisons. Dena Marie Asta, Cosma Rohilla Shalizi |
| 2015 | Hamiltonian ABC. Edward Meeds, Robert Leenders, Max Welling |
| 2015 | Hashing-Based Approximate Probabilistic Inference in Hybrid Domains. Vaishak Belle, Guy Van den Broeck, Andrea Passerini |
| 2015 | How matroids occur in the context of learning Bayesian network structure. Milan Studený |
| 2015 | Impact of Learning Strategies on the Quality of Bayesian Networks: An Empirical Evaluation. Brandon M. Malone, Matti Järvisalo, Petri Myllymäki |
| 2015 | Importance Sampling over Sets: A New Probabilistic Inference Scheme. Stefan Hadjis, Stefano Ermon |
| 2015 | Improved Asymmetric Locality Sensitive Hashing (ALSH) for Maximum Inner Product Search (MIPS). Anshumali Shrivastava, Ping Li |
| 2015 | Incremental Region Selection for Mini-bucket Elimination Bounds. Sholeh Forouzan, Alexander Ihler |
| 2015 | Intelligent Affect: Rational Decision Making for Socially Aligned Agents. Nabiha Asghar, Jesse Hoey |
| 2015 | Kernel-Based Just-In-Time Learning for Passing Expectation Propagation Messages. Wittawat Jitkrittum, Arthur Gretton, Nicolas Heess, S. M. Ali Eslami, Balaji Lakshminarayanan, Dino Sejdinovic, Zoltán Szabó |
| 2015 | Large-Margin Determinantal Point Processes. Wei-Lun Chao, Boqing Gong, Kristen Grauman, Fei Sha |
| 2015 | Large-scale randomized-coordinate descent methods with non-separable linear constraints. Sashank J. Reddi, Ahmed Hefny, Carlton Downey, Avinava Dubey, Suvrit Sra |
| 2015 | Learning Latent Variable Models by Improving Spectral Solutions with Exterior Point Method. Amirreza Shaban, Mehrdad Farajtabar, Bo Xie, Le Song, Byron Boots |
| 2015 | Learning Optimal Chain Graphs with Answer Set Programming. Dag Sonntag, Matti Järvisalo, José M. Peña, Antti Hyttinen |
| 2015 | Learning and Inference in Tractable Probabilistic Knowledge Bases. Mathias Niepert, Pedro M. Domingos |
| 2015 | Learning and Planning with Timing Information in Markov Decision Processes. Pierre-Luc Bacon, Borja Balle, Doina Precup |
| 2015 | Learning from Pairwise Marginal Independencies. Johannes Textor, Alexander Idelberger, Maciej Liskiewicz |
| 2015 | Learning the Structure of Causal Models with Relational and Temporal Dependence. Katerina Marazopoulou, Marc E. Maier, David D. Jensen |
| 2015 | Learning the Structure of Sum-Product Networks via an SVD-based Algorithm. Tameem Adel, David Balduzzi, Ali Ghodsi |
| 2015 | Locally Conditioned Belief Propagation. Thomas Geier, Felix Richter, Susanne Biundo |
| 2015 | Max-Product Belief Propagation for Linear Programming: Applications to Combinatorial Optimization. Sejun Park, Jinwoo Shin |
| 2015 | Memory-Effcient Symbolic Online Planning for Factored MDPs. Aswin Raghavan, Roni Khardon, Prasad Tadepalli, Alan Fern |
| 2015 | Mesochronal Structure Learning. Sergey M. Plis, David Danks, Jianyu Yang |
| 2015 | Minimizing Expected Losses in Perturbation Models with Multidimensional Parametric Min-cuts. Adrian Kim, Kyomin Jung, Yongsub Lim, Daniel Tarlow, Pushmeet Kohli |
| 2015 | Missing Data as a Causal and Probabilistic Problem. Ilya Shpitser, Karthika Mohan, Judea Pearl |
| 2015 | Multi-Context Models for Reasoning under Partial Knowledge: Generative Process and Inference Grammar. Ardavan Salehi Nobandegani, Ioannis N. Psaromiligkos |
| 2015 | Multitasking: Optimal Planning for Bandit Superprocesses. Dylan Hadfield-Menell, Stuart Russell |
| 2015 | New Limits for Knowledge Compilation and Applications to Exact Model Counting. Paul Beame, Vincent Liew |
| 2015 | Non-parametric Revenue Optimization for Generalized Second Price auctions.. Mehryar Mohri, Andres Muñoz Medina |
| 2015 | Novel Bernstein-like Concentration Inequalities for the Missing Mass. Bahman Yari Saeed Khanloo, Gholamreza Haffari |
| 2015 | Off-policy learning based on weighted importance sampling with linear computational complexity. Ashique Rupam Mahmood, Richard S. Sutton |
| 2015 | On the Computability of AIXI. Jan Leike, Marcus Hutter |
| 2015 | On the Error of Random Fourier Features. Danica J. Sutherland, Jeff G. Schneider |
| 2015 | Online Bellman Residual Algorithms with Predictive Error Guarantees. Wen Sun, J. Andrew Bagnell |
| 2015 | Optimal Threshold Control for Energy Arbitrage with Degradable Battery Storage. Marek Petrik, Xiaojian Wu |
| 2015 | Optimal expert elicitation to reduce interval uncertainty. Nadia Ben Abdallah, Sébastien Destercke |
| 2015 | Parameterizing the Distance Distribution of Undirected Networks. Christian Bauckhage, Kristian Kersting, Fabian Hadiji |
| 2015 | Planning under Uncertainty with Weighted State Scenarios. Erwin Walraven, Matthijs T. J. Spaan |
| 2015 | Polynomial-time algorithm for learning optimal tree-augmented dynamic Bayesian networks. José L. Monteiro, Susana Vinga, Alexandra M. Carvalho |
| 2015 | Population Empirical Bayes. Alp Kucukelbir, David M. Blei |
| 2015 | Probabilistic Graphical Models Parameter Learning with Transferred Prior and Constraints. Yun Zhou, Norman E. Fenton, Timothy M. Hospedales, Martin Neil |
| 2015 | Proceedings of the Thirty-First Conference on Uncertainty in Artificial Intelligence, UAI 2015, July 12-16, 2015, Amsterdam, The Netherlands Marina Meila, Tom Heskes |
| 2015 | Progressive Abstraction Refinement for Sparse Sampling. Jesse Hostetler, Alan Fern, Thomas G. Dietterich |
| 2015 | Psychophysical Detection Testing with Bayesian Active Learning. Jacob R. Gardner, Xinyu Song, Kilian Q. Weinberger, Dennis L. Barbour, John P. Cunningham |
| 2015 | Representation Learning for Clustering: A Statistical Framework. Hassan Ashtiani, Shai Ben-David |
| 2015 | Revisiting Non-Progressive Influence Models: Scalable Influence Maximization in Social Networks. Golshan Golnari, Amir Asiaee T., Arindam Banerjee, Zhi-Li Zhang |
| 2015 | Robust reconstruction of causal graphical models based on conditional 2-point and 3-point information. Séverine Affeldt, Hervé Isambert |
| 2015 | Scalable Recommendation with Hierarchical Poisson Factorization. Prem Gopalan, Jake M. Hofman, David M. Blei |
| 2015 | Selective Greedy Equivalence Search: Finding Optimal Bayesian Networks Using a Polynomial Number of Score Evaluations. David Maxwell Chickering, Christopher Meek |
| 2015 | Semi-described and semi-supervised learning with Gaussian processes. Andreas C. Damianou, Neil D. Lawrence |
| 2015 | Stable Spectral Learning Based on Schur Decomposition. Nicolò Colombo, Nikos Vlassis |
| 2015 | State Sequence Analysis in Hidden Markov Models. Yuri Grinberg, Theodore J. Perkins |
| 2015 | Stochastic Integration via Error-Correcting Codes. Dimitris Achlioptas, Pei Jiang |
| 2015 | Structure Learning Constrained by Node-Specific Degree Distribution. Jianzhu Ma, Feng Zhao, Jinbo Xu |
| 2015 | The Long-Run Behavior of Continuous Time Bayesian Networks. Liessman Sturlaugson, John W. Sheppard |
| 2015 | The Survival Filter: Joint Survival Analysis with a Latent Time Series. Rajesh Ranganath, Adler J. Perotte, Noémie Elhadad, David M. Blei |
| 2015 | Tracking with ranked signals. Tianyang Li, Harsh H. Pareek, Pradeep Ravikumar, Dhruv Balwada, Kevin Speer |
| 2015 | Training generative neural networks via Maximum Mean Discrepancy optimization. Gintare Karolina Dziugaite, Daniel M. Roy, Zoubin Ghahramani |
| 2015 | Visual Causal Feature Learning. Krzysztof Chalupka, Pietro Perona, Frederick Eberhardt |
| 2015 | Zero-Truncated Poisson Tensor Factorization for Massive Binary Tensors. Changwei Hu, Piyush Rai, Lawrence Carin |