Papers
Statistical Consistency of Kernel Canonical Correlation Analysis
Kenji Fukumizu, Francis R. Bach, Arthur Gretton
Dynamics and Generalization Ability of LVQ Algorithms
Michael Biehl, Anarta Ghosh, Barbara Hammer
General Polynomial Time Decomposition Algorithms
Nikolas List, Hans Ulrich Simon
Comments on the “Core Vector Machines: Fast SVM Training on Very Large Data Sets"
Gaëlle Loosli, Stéphane Canu
Separating Models of Learning from Correlated and Uncorrelated Data
Ariel Elbaz, Homin K. Lee, Rocco A. Servedio et al.
Learnability of Gaussians with Flexible Variances
Yiming Ying, Ding-Xuan Zhou
Noise Tolerant Variants of the Perceptron Algorithm
Roni Khardon, Gabriel Wachman
A Probabilistic Analysis of EM for Mixtures of Separated, Spherical Gaussians
Sanjoy Dasgupta, Leonard Schulman
Building Blocks for Variational Bayesian Learning of Latent Variable Models
Tapani Raiko, Harri Valpola, Markus Harva et al.
Distances between Data Sets Based on Summary Statistics
Nikolaj Tatti
Minimax Regret Classifier for Imprecise Class Distributions
Rocío Alaiz-Rodríguez, Alicia Guerrero-Curieses, Jesús Cid-Sueiro
Multi-Task Learning for Classification with Dirichlet Process Priors
Ya Xue, Xuejun Liao, Lawrence Carin et al.
Nonlinear Boosting Projections for Ensemble Construction
Nicolás García-Pedrajas, César García-Osorio, Colin Fyfe
Multiple-Instance Pruning For Learning Efficient Cascade Detectors
Cha Zhang, Paul A. Viola
Non-parametric Modeling of Partially Ranked Data
Guy Lebanon, Yi Mao
The rat as particle filter
Aaron C. Courville, Nathaniel D. Daw
Consistent Minimization of Clustering Objective Functions
Ulrike V. Luxburg, Stefanie Jegelka, Michael Kaufmann et al.
Regularized Boost for Semi-Supervised Learning
Ke Chen, Shihai Wang
Infinite State Bayes-Nets for Structured Domains
Max Welling, Ian Porteous, Evgeniy Bart
COFI RANK - Maximum Margin Matrix Factorization for Collaborative Ranking
Markus Weimer, Alexandros Karatzoglou, Quoc V. Le et al.
Learning Horizontal Connections in a Sparse Coding Model of Natural Images
Pierre Garrigues, Bruno A. Olshausen
Linear programming analysis of loopy belief propagation for weighted matching
Sujay Sanghavi, Dmitry Malioutov, Alan S. Willsky
Hierarchical Penalization
Marie Szafranski, Yves Grandvalet, Pierre Morizet-mahoudeaux
Experience-Guided Search: A Theory of Attentional Control
David Baldwin, Michael Mozer