Papers
Transductive Classification via Local Learning Regularization
Mingrui Wu, Bernhard Schölkopf
Performance Guarantees for Information Theoretic Active Inference
Jason L. Williams, John W. Fisher III, Alan S. Willsky
Metric Learning for Kernel Regression
Kilian Q. Weinberger, Gerald Tesauro
Fast Mean Shift with Accurate and Stable Convergence
Ping Wang, Dongryeol Lee, Alexander Gray et al.
Semi-Supervised Mean Fields
Fei Wang, Shijun Wang, Changshui Zhang et al.
Efficient large margin semisupervised learning
Junhui Wang
The Kernel Path in Kernelized LASSO
Gang Wang, Dit-Yan Yeung, Frederick H. Lochovsky
Nonlinear Dimensionality Reduction as Information Retrieval
Jarkko Venna, Samuel Kaski
Hierarchical Beta Processes and the Indian Buffet Process
Romain Thibaux, Michael I. Jordan
Stick-breaking Construction for the Indian Buffet Process
Yee Whye Teh, Dilan Grür, Zoubin Ghahramani
Learning Multilevel Distributed Representations for High-Dimensional Sequences
Ilya Sutskever, Geoffrey Hinton
Emerge and spread models and word burstiness
Peter Sunehag
Predictive Discretization during Model Selection
Harald Steck, Tommi S. Jaakkola
Local and global sparse Gaussian process approximations
Edward Snelson, Zoubin Ghahramani
Generalized Darting Monte Carlo
Cristian Sminchisescu, Max Welling
Dynamic Factorization Tests: Applications to Multi-modal Data Association
Michael R. Siracusa, John W. Fisher III
Analogical Reasoning with Relational Bayesian Sets
Ricardo Silva, Katherine A. Heller, Zoubin Ghahramani
Fast State Discovery for HMM Model Selection and Learning
Sajid M. Siddiqi, Geogrey J. Gordon, Andrew W. Moore
Ellipsoidal Machines
Pannagadatta K. Shivaswamy, Tony Jebara
Fast Kernel ICA using an Approximate Newton Method
Hao Shen, Stefanie Jegelka, Arthur Gretton
A Framework for Probability Density Estimation
John Shawe-Taylor, Alex Dolia
Minimum Volume Embedding
Blake Shaw, Tony Jebara
A Unified Algorithmic Approach for Efficient Online Label Ranking
Shai Shalev-Shwartz, Yoram Singer
Bayesian Inference and Optimal Design in the Sparse Linear Model
Matthias Seeger, Florian Steinke, Koji Tsuda