Papers
Estimating beta-mixing coefficients
Daniel McDonald, Cosma Shalizi, Mark Schervish
Estimating Probabilities in Recommendation Systems
Mingxuan Sun, Guy Lebanon, Paul Kidwell
Evolving Cluster Mixed-Membership Blockmodel for Time-Evolving Networks
Qirong Ho, Le Song, Eric Xing
Faithfulness in Chain Graphs: The Gaussian Case
Jose M. Peña
Fast $b$-matching via Sufficient Selection Belief Propagation
Bert Huang, Tony Jebara
Fast Convergent Algorithms for Expectation Propagation Approximate Bayesian Inference
Matthias Seeger, Hannes Nickisch
Generalization Bound for Infinitely Divisible Empirical Process
Chao Zhang, Dacheng Tao
Generative Kernels for Exponential Families
Arvind Agarwal, Hal Daumé III
Generative Modeling for Maximizing Precision and Recall in Information Visualization
Jaakko Peltonen, Samuel Kaski
Group Orthogonal Matching Pursuit for Logistic Regression
Aurelie Lozano, Grzegorz Swirszcz, Naoki Abe
Hidden-Unit Conditional Random Fields
Laurens van der Maaten, Max Welling, Lawrence Saul
Hierarchical Probabilistic Models for Group Anomaly Detection
Liang Xiong, Barnabás Póczos, Jeff Schneider et al.
Improved Loss Bounds For Multiple Kernel Learning
Zakria Hussain, John Shawe–Taylor
Improved Regret Guarantees for Online Smooth Convex Optimization with Bandit Feedback
Ankan Saha, Ambuj Tewari
Information Theoretical Clustering via Semidefinite Programming
Meihong Wang, Fei Sha
Kernel Belief Propagation
Le Song, Arthur Gretton, Danny Bickson et al.
Learning Class-relevant Features and Class-irrelevant Features via a Hybrid third-order RBM
Heng Luo, Ruimin Shen, Changyong Niu et al.
Learning mixtures of Gaussians with maximum-a-posteriori oracle
Satyaki Mahalanabis
Learning Scale Free Networks by Reweighted $\ell_1$ regularization
Qiang Liu, Alexander Ihler
Lightweight Implementations of Probabilistic Programming Languages Via Transformational Compilation
David Wingate, Andreas Stuhlmueller, Noah Goodman
Linear-Time Estimators for Propensity Scores
Deepak Agarwal, Lihong Li, Alexander Smola
Machine Learning Markets
Amos Storkey