Papers
Graph Laplacian Regularization for Large-Scale Semidefinite Programming
Kilian Q. Weinberger, Fei Sha, Qihui Zhu et al.
Unified Inference for Variational Bayesian Linear Gaussian State-Space Models
David Barber, Silvia Chiappa
Kernel Maximum Entropy Data Transformation and an Enhanced Spectral Clustering Algorithm
Robert Jenssen, Torbjørn Eltoft, Mark Girolami et al.
Game Theoretic Algorithms for Protein-DNA binding
Luis Pérez-breva, Luis E. Ortiz, Chen-hsiang Yeang et al.
Learning to Traverse Image Manifolds
Piotr Dollár, Vincent Rabaud, Serge J. Belongie
Ordinal Regression by Extended Binary Classification
Ling Li, Hsuan-tien Lin
Reversible Jump MCMC for Non-Negative Matrix Factorization
Mingjun Zhong, Mark Girolami
Latent Variable Models for Dimensionality Reduction
Zhihua Zhang, Michael I. Jordan
Coherence Functions for Multicategory Margin-based Classification Methods
Zhihua Zhang, Michael Jordan, Wu-Jun Li et al.
Active Sensing
Shipeng Yu, Balaji Krishnapuram, Romer Rosales et al.
Dual Temporal Difference Learning
Min Yang, Yuxi Li, Dale Schuurmans
Tree-Based Inference for Dirichlet Process Mixtures
Yang Xu, Katherine Heller, Zoubin Ghahramani
Speed and Sparsity of Regularized Boosting
Yongxin Xi, Zhen Xiang, Peter Ramadge et al.
A Hierarchical Nonparametric Bayesian Approach to Statistical Language Model Domain Adaptation
Frank Wood, Yee Whye Teh
Large-Margin Structured Prediction via Linear Programming
Zhuoran Wang, John Shawe-Taylor
An Information Geometry Approach for Distance Metric Learning
Shijun Wang, Rong Jin
Markov Topic Models
Chong Wang, Bo Thiesson, Chris Meek et al.
Non-Negative Semi-Supervised Learning
Changhu Wang, Shuicheng Yan, Lei Zhang et al.
Variable Metric Stochastic Approximation Theory
Peter Sunehag, Jochen Trumpf, S.V.N. Vishwanathan et al.
The Block Diagonal Infinite Hidden Markov Model
Thomas Stepleton, Zoubin Ghahramani, Geoffrey Gordon et al.
Tree Block Coordinate Descent for MAP in Graphical Models
David Sontag, Tommi Jaakkola
Relative Novelty Detection
Alex Smola, Le Song, Choon Hui Teo
Tractable Bayesian Inference of Time-Series Dependence Structure
Michael Siracusa, John Fisher III
Factorial Mixture of Gaussians and the Marginal Independence Model
Ricardo Silva, Zoubin Ghahramani