Message Errors in Belief Propagation -- A. Ihler, J. Fisher,
A. Willsky


Modeling Nonlinear Dependencies in Natural Images using Mixture of
Laplacian Distribution -- H. Park, T. Lee


The Entire Regularization Path for the Support Vector Machine --
T. Hastie, S. Rosset, R. Tibshirani, J. Zhu


Supervised Graph Inference -- J. Vert, Y. Yamanishi


The Variational Ising Classifier (VIC) Algorithm for Coherently
Contaminated Data -- O. Williams, A. Blake, R. Cipolla


Discriminant Saliency for Visual Recognition from Cluttered Scenes --
D. Gao, N. Vasconcelos


Kernel Projection Machine: a New Tool for Pattern Recognition --
Laurent Zwald, regis vert, Pascal Massart, Gilles Blanchard


Neighbourhood Components Analysis -- Jacob Goldberger, Sam Roweis,
Geoffrey Hinton, Ruslan Salakhutdinov


Conditional Random Fields for Object Recognition -- Ariadna Quattoni,
Michael Collins, Trevor Darrell


Exponentiated Gradient Algorithms for Large-margin Structured
Classification -- P. Bartlett, M. Collins, B. Taskar, D. McAllester


Comparing Beliefs, Surveys, and Random Walks -- S. Kirkpatrick,
E. Aurell, U. Gordon


Contextual models for object detection using boosted random fields --
A. Torralba, K. Murphy, W. Freeman


Distributed Occlusion Reasoning for Tracking with Nonparametric Belief
Propagation -- E. Sudderth, M. Mandel, W. Freeman, A. Willsky


Hierarchical Clustering of a Mixture Model -- J. Goldberger, S. Roweis


Maximum-Margin Matrix Factorization -- N. Srebro, J. Rennie,
T. Jaakkola


Object Classification from a Single Example Utilizing Class Relevance
Pseudo-Metrics -- M. Fink


Validity Estimates for Loopy Belief Propagation on Binary Real-world
Networks -- Joris Mooij, Hilbert Kappen


Maximum Margin Clustering -- Linli Xu, James Neufeld, Bryce Larson, Dale
Schuurmans


Proximity Graphs for Clustering and Manifold Learning -- Miguel
Carreira-Perpinan, Richard Zemel


Hierarchical Dirichlet Processes -- Yee Whye Teh, Michael Jordan,
Matthew J. Beal, David Blei


Common-Frame Model for Object Recognition -- Pierre Moreels, Pietro
Perona

Fast Object Rejection Using Image Segments -- Shai Avidan, Moshe
Butman


Generative Affine Localisation and Tracking -- John Winn, Andrew Blake


The Laplacian PDF Distance: A Cost Function for Clustering in a Kernel
Feature Space -- Robert Jenssen, Deniz Erdogmus, Jose Principe,
Torbjorn Eltoft


Semi-parametric Exponential Family PCA -- Sajama Sajama, Alon Orlitsky


Outlier Detection with One-class Kernel Fisher Discriminants -- Volker
Roth


The Convergence of Contrastive Divergences -- Alan Yuille