Papers
Very Fast Online Learning of Highly Non Linear Problems
Aggelos Chariatis
Truncating the Loop Series Expansion for Belief Propagation
Vicenç Gómez, Joris M. Mooij, Hilbert J. Kappen
A Generalized Maximum Entropy Approach to Bregman Co-clustering and Matrix Approximation
Arindam Banerjee, Inderjit Dhillon, Joydeep Ghosh et al.
Fast Iterative Kernel Principal Component Analysis
Simon Günter, Nicol N. Schraudolph, S. V. N. Vishwanathan
Large Margin Semi-supervised Learning
Junhui Wang, Xiaotong Shen
Behavioral Shaping for Geometric Concepts
Manu Chhabra, Robert A. Jacobs, Daniel Š
"Ideal Parent” Structure Learning for Continuous Variable Bayesian Networks
Gal Elidan, Iftach Nachman, Nir Friedman
Characterizing the Function Space for Bayesian Kernel Models
Natesh S. Pillai, Qiang Wu, Feng Liang et al.
Structure and Majority Classes in Decision Tree Learning
Ray J. Hickey
Polynomial Identification in the Limit of Substitutable Context-free Languages
Alexander Clark, Rémi Eyraud
A Nonparametric Statistical Approach to Clustering via Mode Identification
Jia Li, Surajit Ray, Bruce G. Lindsay
Handling Missing Values when Applying Classification Models
Maytal Saar-Tsechansky, Foster Provost
Spherical-Homoscedastic Distributions: The Equivalency of Spherical and Normal Distributions in Classification
Onur C. Hamsici, Aleix M. Martinez
Multi-class Protein Classification Using Adaptive Codes
Iain Melvin, Eugene Ie, Jason Weston et al.
An Interior-Point Method for Large-Scale l1-Regularized Logistic Regression
Kwangmoo Koh, Seung-Jean Kim, Stephen Boyd
On the Effectiveness of Laplacian Normalization for Graph Semi-supervised Learning
Rie Johnson, Tong Zhang
PAC-Bayes Risk Bounds for Stochastic Averages and Majority Votes of Sample-Compressed Classifiers
François Laviolette, Mario Marchand
Learning to Classify Ordinal Data: The Data Replication Method
Jaime S. Cardoso, Joaquim F. Pinto da Costa
Graph Laplacians and their Convergence on Random Neighborhood Graphs
Matthias Hein, Jean-Yves Audibert, Ulrike von Luxburg
From External to Internal Regret
Avrim Blum, Yishay Mansour
Bayesian Quadratic Discriminant Analysis
Santosh Srivastava, Maya R. Gupta, Béla A. Frigyik
Measuring Differentiability: Unmasking Pseudonymous Authors
Moshe Koppel, Jonathan Schler, Elisheva Bonchek-Dokow