| 2012 | A Bayesian Analysis of the Radioactive Releases of Fukushima. Ryota Tomioka, Morten Mørup |
| 2012 | A Composite Likelihood View for Multi-Label Classification. Yi Zhang, Jeff G. Schneider |
| 2012 | A Differentially Private Stochastic Gradient Descent Algorithm for Multiparty Classification. Arun Rajkumar, Shivani Agarwal |
| 2012 | A Family of MCMC Methods on Implicitly Defined Manifolds. Marcus A. Brubaker, Mathieu Salzmann, Raquel Urtasun |
| 2012 | A General Framework for Structured Sparsity via Proximal Optimization. Luca Baldassarre, Jean Morales, Andreas Argyriou, Massimiliano Pontil |
| 2012 | A Hybrid Neural Network-Latent Topic Model. Li Wan, Leo Zhu, Rob Fergus |
| 2012 | A Nonparametric Bayesian Model for Multiple Clustering with Overlapping Feature Views. Donglin Niu, Jennifer G. Dy, Zoubin Ghahramani |
| 2012 | A Simple Geometric Interpretation of SVM using Stochastic Adversaries. Roi Livni, Koby Crammer, Amir Globerson |
| 2012 | A Stick-Breaking Likelihood for Categorical Data Analysis with Latent Gaussian Models. Mohammad Emtiyaz Khan, Shakir Mohamed, Benjamin M. Marlin, Kevin P. Murphy |
| 2012 | A Two-Graph Guided Multi-task Lasso Approach for eQTL Mapping. Xiaohui Chen, Xinghua Shi, Xing Xu, Zhiyong Wang, Ryan Mills, Charles Lee, Jinbo Xu |
| 2012 | A Variance Minimization Criterion to Active Learning on Graphs. Ming Ji, Jiawei Han |
| 2012 | A metric learning perspective of SVM: on the relation of LMNN and SVM. Huyen Do, Alexandros Kalousis, Jun Wang, Adam Woznica |
| 2012 | Active Learning from Multiple Knowledge Sources. Yan Yan, Rómer Rosales, Glenn Fung, Faisal Farooq, Bharat Rao, Jennifer G. Dy |
| 2012 | Adaptive MCMC with Bayesian Optimization. Nimalan Mahendran, Ziyu Wang, Firas Hamze, Nando de Freitas |
| 2012 | Adaptive Metropolis with Online Relabeling. Rémi Bardenet, Olivier Cappé, Gersende Fort, Balázs Kégl |
| 2012 | Age-Layered Expectation Maximization for Parameter Learning in Bayesian Networks. Avneesh Singh Saluja, Priya Krishnan Sundararajan, Ole J. Mengshoel |
| 2012 | An Autoregressive Approach to Nonparametric Hierarchical Dependent Modeling. Zhihua Zhang, Dakan Wang, Edward Y. Chang |
| 2012 | Approximate Inference by Intersecting Semidefinite Bound and Local Polytope. Jian Peng, Tamir Hazan, Nathan Srebro, Jinbo Xu |
| 2012 | Approximate Inference in Additive Factorial HMMs with Application to Energy Disaggregation. J. Zico Kolter, Tommi S. Jaakkola |
| 2012 | Bandit Theory meets Compressed Sensing for high dimensional Stochastic Linear Bandit. Alexandra Carpentier, Rémi Munos |
| 2012 | Bayesian Classifier Combination. Hyun-Chul Kim, Zoubin Ghahramani |
| 2012 | Bayesian Comparison of Machine Learning Algorithms on Single and Multiple Datasets. Alexandre Lacoste, François Laviolette, Mario Marchand |
| 2012 | Bayesian Group Factor Analysis. Seppo Virtanen, Arto Klami, Suleiman A. Khan, Samuel Kaski |
| 2012 | Bayesian Inference for Change Points in Dynamical Systems with Reusable States - a Chinese Restaurant Process Approach. Florian Stimberg, Andreas Ruttor, Manfred Opper |
| 2012 | Bayesian Quadrature for Ratios. Michael A. Osborne, Roman Garnett, Stephen J. Roberts, Christopher Hart, Suzanne Aigrain, Neale Gibson |
| 2012 | Bayesian regularization of non-homogeneous dynamic Bayesian networks by globally coupling interaction parameters. Marco Grzegorczyk, Dirk Husmeier |
| 2012 | Beta-Negative Binomial Process and Poisson Factor Analysis. Mingyuan Zhou, Lauren Hannah, David B. Dunson, Lawrence Carin |
| 2012 | Beyond Logarithmic Bounds in Online Learning. Francesco Orabona, Nicolò Cesa-Bianchi, Claudio Gentile |
| 2012 | Causality with Gates. John M. Winn |
| 2012 | Classifier Cascade for Minimizing Feature Evaluation Cost. Minmin Chen, Zhixiang Eddie Xu, Kilian Q. Weinberger, Olivier Chapelle, Dor Kedem |
| 2012 | Closed-Form Entropy Limits - A Tool to Monitor Likelihood Optimization of Probabilistic Generative Models. Jörg Lücke, Marc Henniges |
| 2012 | Complexity of Bethe Approximation. Jinwoo Shin |
| 2012 | Consistency and Rates for Clustering with DBSCAN. Bharath K. Sriperumbudur, Ingo Steinwart |
| 2012 | Constrained 1-Spectral Clustering. Syama Sundar Rangapuram, Matthias Hein |
| 2012 | Contextual Bandit Learning with Predictable Rewards. Alekh Agarwal, Miroslav Dudík, Satyen Kale, John Langford, Robert E. Schapire |
| 2012 | Controlling Selection Bias in Causal Inference. Elias Bareinboim, Judea Pearl |
| 2012 | Copula Network Classifiers (CNCs). Gal Elidan |
| 2012 | CorrLog: Correlated Logistic Models for Joint Prediction of Multiple Labels. Wei Bian, Bo Xie, Dacheng Tao |
| 2012 | Data dependent kernels in nearly-linear time. Guy Lever, Tom Diethe, John Shawe-Taylor |
| 2012 | Deep Boltzmann Machines as Feed-Forward Hierarchies. Grégoire Montavon, Mikio L. Braun, Klaus-Robert Müller |
| 2012 | Deep Learning Made Easier by Linear Transformations in Perceptrons. Tapani Raiko, Harri Valpola, Yann LeCun |
| 2012 | Detecting Network Cliques with Radon Basis Pursuit. Xiaoye Jiang, Yuan Yao, Han Liu, Leonidas J. Guibas |
| 2012 | Deterministic Annealing for Semi-Supervised Structured Output Learning. Paramveer S. Dhillon, S. Sathiya Keerthi, Kedar Bellare, Olivier Chapelle, Sundararajan Sellamanickam |
| 2012 | Discriminative Mixtures of Sparse Latent Fields for Risk Management. Felix V. Agakov, Peter Orchard, Amos J. Storkey |
| 2012 | Domain Adaptation: A Small Sample Statistical Approach. Ruslan Salakhutdinov, Sham M. Kakade, Dean P. Foster |
| 2012 | Efficient Distributed Linear Classification Algorithms via the Alternating Direction Method of Multipliers. Caoxie Zhang, Honglak Lee, Kang G. Shin |
| 2012 | Efficient Gaussian Process Inference for Short-Scale Spatio-Temporal Modeling. Jaakko Luttinen, Alexander Ilin |
| 2012 | Efficient Hypergraph Clustering. Marius Leordeanu, Cristian Sminchisescu |
| 2012 | Efficient Sampling from Combinatorial Space via Bridging. Dahua Lin, John W. Fisher III |
| 2012 | Efficient and Exact MAP-MRF Inference using Branch and Bound. Min Sun, Murali Telaprolu, Honglak Lee, Silvio Savarese |
| 2012 | Error bounds for Kernel Fisher Linear Discriminant in Gaussian Hilbert space. Robert J. Durrant, Ata Kabán |
| 2012 | Evaluation of marginal likelihoods via the density of states. Michael Habeck |
| 2012 | Exact Subspace Segmentation and Outlier Detection by Low-Rank Representation. Guangcan Liu, Huan Xu, Shuicheng Yan |
| 2012 | Exchangeability Characterizes Optimality of Sequential Normalized Maximum Likelihood and Bayesian Prediction with Jeffreys Prior. Fares Hedayati, Peter L. Bartlett |
| 2012 | Exploiting Unrelated Tasks in Multi-Task Learning. Bernardino Romera-Paredes, Andreas Argyriou, Nadia Berthouze, Massimiliano Pontil |
| 2012 | Factorized Asymptotic Bayesian Inference for Mixture Modeling. Ryohei Fujimaki, Satoshi Morinaga |
| 2012 | Factorized Diffusion Map Approximation. Saeed Amizadeh, Hamed Valizadegan, Milos Hauskrecht |
| 2012 | Fast Learning Rate of Multiple Kernel Learning: Trade-Off between Sparsity and Smoothness. Taiji Suzuki, Masashi Sugiyama |
| 2012 | Fast Variational Bayesian Inference for Non-Conjugate Matrix Factorization Models. Matthias W. Seeger, Guillaume Bouchard |
| 2012 | Fast Variational Mode-Seeking. Bo Thiesson, Jingu Kim |
| 2012 | Fast interior-point inference in high-dimensional sparse, penalized state-space models. Eftychios A. Pnevmatikakis, Liam Paninski |
| 2012 | Fast, Exact Model Selection and Permutation Testing for l2-Regularized Logistic Regression. Bryan R. Conroy, Paul Sajda |
| 2012 | Flexible Martingale Priors for Deep Hierarchies. Jacob Steinhardt, Zoubin Ghahramani |
| 2012 | Forward Basis Selection for Sparse Approximation over Dictionary. Xiaotong Yuan, Shuicheng Yan |
| 2012 | Gaussian Processes for time-marked time-series data. John P. Cunningham, Zoubin Ghahramani, Carl Edward Rasmussen |
| 2012 | Generalized Optimal Reverse Prediction. Martha White, Dale Schuurmans |
| 2012 | Generic Methods for Optimization-Based Modeling. Justin Domke |
| 2012 | Globally Optimizing Graph Partitioning Problems Using Message Passing. Elad Mezuman, Yair Weiss |
| 2012 | Graphlet decomposition of a weighted network. Hossein Azari Soufiani, Edoardo M. Airoldi |
| 2012 | Hierarchical Latent Dictionaries for Models of Brain Activation. Alona Fyshe, Emily B. Fox, David B. Dunson, Tom M. Mitchell |
| 2012 | Hierarchical Relative Entropy Policy Search. Christian Daniel, Gerhard Neumann, Jan Peters |
| 2012 | High-Dimensional Structured Feature Screening Using Binary Markov Random Fields. Jie Liu, Chunming Zhang, Catherine A. McCarty, Peggy L. Peissig, Elizabeth S. Burnside, David Page |
| 2012 | High-Rank Matrix Completion. Brian Eriksson, Laura Balzano, Robert D. Nowak |
| 2012 | High-dimensional Sparse Inverse Covariance Estimation using Greedy Methods. Christopher C. Johnson, Ali Jalali, Pradeep Ravikumar |
| 2012 | History-alignment models for bias-aware prediction of virological response to HIV combination therapy. Jasmina Bogojeska, Daniel Stöckel, Maurizio Zazzi, Rolf Kaiser, Francesca Incardona, Michal Rosen-Zvi, Thomas Lengauer |
| 2012 | Infinite-Dimensional Kalman Filtering Approach to Spatio-Temporal Gaussian Process Regression. Simo Särkkä, Jouni Hartikainen |
| 2012 | Information Theoretic Model Validation for Spectral Clustering. Morteza Haghir Chehreghani, Alberto Giovanni Busetto, Joachim M. Buhmann |
| 2012 | Informative Priors for Markov Blanket Discovery. Adam Craig Pocock, Mikel Luján, Gavin Brown |
| 2012 | Joint Estimation of Structured Sparsity and Output Structure in Multiple-Output Regression via Inverse-Covariance Regularization. Kyung-Ah Sohn, Seyoung Kim |
| 2012 | Joint Learning of Words and Meaning Representations for Open-Text Semantic Parsing. Antoine Bordes, Xavier Glorot, Jason Weston, Yoshua Bengio |
| 2012 | Kernel Topic Models. Philipp Hennig, David H. Stern, Ralf Herbrich, Thore Graepel |
| 2012 | Krylov Subspace Descent for Deep Learning. Oriol Vinyals, Daniel Povey |
| 2012 | Learning Fourier Sparse Set Functions. Peter Stobbe, Andreas Krause |
| 2012 | Learning Low-order Models for Enforcing High-order Statistics. Patrick Pletscher, Pushmeet Kohli |
| 2012 | Learning from Weak Teachers. Ruth Urner, Shai Ben-David, Ohad Shamir |
| 2012 | Lifted Linear Programming. Martin Mladenov, Babak Ahmadi, Kristian Kersting |
| 2012 | Lifted Variable Elimination with Arbitrary Constraints. Nima Taghipour, Daan Fierens, Jesse Davis, Hendrik Blockeel |
| 2012 | Lifted coordinate descent for learning with trace-norm regularization. Miroslav Dudík, Zaïd Harchaoui, Jérôme Malick |
| 2012 | Lightning-speed Structure Learning of Nonlinear Continuous Networks. Gal Elidan |
| 2012 | Local Anomaly Detection. Venkatesh Saligrama, Manqi Zhao |
| 2012 | Locality Preserving Feature Learning. Quanquan Gu, Marina Danilevsky, Zhenhui Li, Jiawei Han |
| 2012 | Low rank continuous-space graphical models. Carl Smith, Frank D. Wood, Liam Paninski |
| 2012 | Marginal Regression For Multitask Learning. Mladen Kolar, Han Liu |
| 2012 | Markov Logic Mixtures of Gaussian Processes: Towards Machines Reading Regression Data. Martin Schiegg, Marion Neumann, Kristian Kersting |
| 2012 | Max-Margin Min-Entropy Models. Kevin Miller, M. Pawan Kumar, Benjamin Packer, Danny Goodman, Daphne Koller |
| 2012 | Maximum Margin Temporal Clustering. Minh Hoai Nguyen, Fernando De la Torre |
| 2012 | Memory-efficient inference in dynamic graphical models using multiple cores. Galen Andrew, Jeff A. Bilmes |
| 2012 | Message-Passing Algorithms for MAP Estimation Using DC Programming. Akshat Kumar, Shlomo Zilberstein, Marc Toussaint |
| 2012 | Minimax Rates of Estimation for Sparse PCA in High Dimensions. Vincent Q. Vu, Jing Lei |
| 2012 | Minimax hypothesis testing for curve registration. Olivier Collier |
| 2012 | Minimax rates for homology inference. Sivaraman Balakrishnan, Alessandro Rinaldo, Don Sheehy, Aarti Singh, Larry A. Wasserman |
| 2012 | Movement Segmentation and Recognition for Imitation Learning. Franziska Meier, Evangelos A. Theodorou, Stefan Schaal |
| 2012 | Multi-armed Bandit Problems with History. Pannagadatta K. Shivaswamy, Thorsten Joachims |
| 2012 | Multi-label Subspace Ensemble. Tianyi Zhou, Dacheng Tao |
| 2012 | Multiple Texture Boltzmann Machines. Jyri J. Kivinen, Christopher K. I. Williams |
| 2012 | Multiresolution Deep Belief Networks. Yichuan Tang, Abdel-rahman Mohamed |
| 2012 | No Internal Regret via Neighborhood Watch. Dean P. Foster, Alexander Rakhlin |
| 2012 | Nonlinear low-dimensional regression using auxiliary coordinates. Weiran Wang, Miguel Á. Carreira-Perpiñán |
| 2012 | Nonparametric Estimation of Conditional Information and Divergences. Barnabás Póczos, Jeff G. Schneider |
| 2012 | On Average Reward Policy Evaluation in Infinite-State Partially Observable Systems. Yuri Grinberg, Doina Precup |
| 2012 | On Bayesian Upper Confidence Bounds for Bandit Problems. Emilie Kaufmann, Olivier Cappé, Aurélien Garivier |
| 2012 | On Bisubmodular Maximization. Ajit P. Singh, Andrew Guillory, Jeff A. Bilmes |
| 2012 | On Estimation and Selection for Topic Models. Matt Taddy |
| 2012 | On Nonparametric Guidance for Learning Autoencoder Representations. Jasper Snoek, Ryan Prescott Adams, Hugo Larochelle |
| 2012 | On Sparse, Spectral and Other Parameterizations of Binary Probabilistic Models. David Buchman, Mark Schmidt, Shakir Mohamed, David Poole, Nando de Freitas |
| 2012 | On a Connection between Maximum Variance Unfolding, Shortest Path Problems and IsoMap. Alexander Paprotny, Jochen Garcke |
| 2012 | Online Clustering of Processes. Azadeh Khaleghi, Daniil Ryabko, Jérémie Mary, Philippe Preux |
| 2012 | Online Clustering with Experts. Anna Choromanska, Claire Monteleoni |
| 2012 | Online Incremental Feature Learning with Denoising Autoencoders. Guanyu Zhou, Kihyuk Sohn, Honglak Lee |
| 2012 | Online-to-Confidence-Set Conversions and Application to Sparse Stochastic Bandits. Yasin Abbasi-Yadkori, Dávid Pál, Csaba Szepesvári |
| 2012 | Optimistic planning for Markov decision processes. Lucian Busoniu, Rémi Munos |
| 2012 | Part & Clamp: Efficient Structured Output Learning. Patrick Pletscher, Cheng Soon Ong |
| 2012 | Perturbation based Large Margin Approach for Ranking. Eunho Yang, Ambuj Tewari, Pradeep Ravikumar |
| 2012 | Preface. Neil D. Lawrence, Mark A. Girolami |
| 2012 | Primal-Dual methods for sparse constrained matrix completion. Yu Xin, Tommi S. Jaakkola |
| 2012 | Probabilistic acoustic tube: a probabilistic generative model of speech for speech analysis/synthesis. Zhijian Ou, Yang Zhang |
| 2012 | Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics, AISTATS 2012, La Palma, Canary Islands, Spain, April 21-23, 2012 Neil D. Lawrence, Mark A. Girolami |
| 2012 | Protocols for Learning Classifiers on Distributed Data. Hal Daumé III, Jeff M. Phillips, Avishek Saha, Suresh Venkatasubramanian |
| 2012 | Quilting Stochastic Kronecker Product Graphs to Generate Multiplicative Attribute Graphs. Hyokun Yun, S. V. N. Vishwanathan |
| 2012 | Random Feature Maps for Dot Product Kernels. Purushottam Kar, Harish Karnick |
| 2012 | Randomized Optimum Models for Structured Prediction. Daniel Tarlow, Ryan Prescott Adams, Richard S. Zemel |
| 2012 | Regression for sets of polynomial equations. Franz J. Király, Paul von Bünau, Jan Saputra Müller, Duncan A. J. Blythe, Frank C. Meinecke, Klaus-Robert Müller |
| 2012 | Regularization Paths with Guarantees for Convex Semidefinite Optimization. Joachim Giesen, Martin Jaggi, Sören Laue |
| 2012 | Robust Multi-task Regression with Grossly Corrupted Observations. Huan Xu, Chenlei Leng |
| 2012 | Sample Complexity of Composite Likelihood. Joseph K. Bradley, Carlos Guestrin |
| 2012 | Scalable Inference on Kingman's Coalescent using Pair Similarity . Dilan Görür, Levi Boyles, Max Welling |
| 2012 | Scalable Personalization of Long-Term Physiological Monitoring: Active Learning Methodologies for Epileptic Seizure Onset Detection. Guha Balakrishnan, Zeeshan Syed |
| 2012 | Scaling up Kernel SVM on Limited Resources: A Low-rank Linearization Approach. Kai Zhang, Liang Lan, Zhuang Wang, Fabian Moerchen |
| 2012 | Semiparametric Pseudo-Likelihood Estimation in Markov Random Fields. Antonino Freno |
| 2012 | Sparse Additive Machine. Tuo Zhao, Han Liu |
| 2012 | Sparse Higher-Order Principal Components Analysis. Genevera I. Allen |
| 2012 | Sparsistency of the Edge Lasso over Graphs. James Sharpnack, Aarti Singh, Alessandro Rinaldo |
| 2012 | SpeedBoost: Anytime Prediction with Uniform Near-Optimality. Alexander Grubb, Drew Bagnell |
| 2012 | Statistical Optimization in High Dimensions. Huan Xu, Constantine Caramanis, Shie Mannor |
| 2012 | Statistical test for consistent estimation of causal effects in linear non-Gaussian models. Doris Entner, Patrik O. Hoyer, Peter Spirtes |
| 2012 | Stick-Breaking Beta Processes and the Poisson Process. John W. Paisley, David M. Blei, Michael I. Jordan |
| 2012 | Stochastic Bandit Based on Empirical Moments. Junya Honda, Akimichi Takemura |
| 2012 | Structured Output Learning with High Order Loss Functions. Daniel Tarlow, Richard S. Zemel |
| 2012 | Structured Sparse Canonical Correlation Analysis. Xi Chen, Han Liu, Jaime G. Carbonell |
| 2012 | Subset Infinite Relational Models. Katsuhiko Ishiguro, Naonori Ueda, Hiroshi Sawada |
| 2012 | Testing for Membership to the IFRA and the NBU Classes of Distributions. Radhendushka Srivastava, Ping Li, Debasis Sengupta |
| 2012 | The adversarial stochastic shortest path problem with unknown transition probabilities. Gergely Neu, András György, Csaba Szepesvári |
| 2012 | There's a Hole in My Data Space: Piecewise Predictors for Heterogeneous Learning Problems. Ofer Dekel, Ohad Shamir |
| 2012 | Transductive Learning of Structural SVMs via Prior Knowledge Constraints. Chun-Nam Yu |
| 2012 | UPAL: Unbiased Pool Based Active Learning. Ravi Ganti, Alexander G. Gray |
| 2012 | Universal Measurement Bounds for Structured Sparse Signal Recovery. Nikhil Rao, Ben Recht, Robert D. Nowak |
| 2012 | Using More Data to Speed-up Training Time. Shai Shalev-Shwartz, Ohad Shamir, Eran Tromer |
| 2012 | Variable Selection for Gaussian Graphical Models. Jean Honorio, Dimitris Samaras, Irina Rish, Guillermo A. Cecchi |
| 2012 | Wilks' phenomenon and penalized likelihood-ratio test for nonparametric curve registration. Arnak S. Dalalyan, Olivier Collier |