Papers
Bouligand Derivatives and Robustness of Support Vector Machines for Regression
Andreas Christmann, Arnout Van Messem
Causal Reasoning with Ancestral Graphs
Jiji Zhang
Classification with a Reject Option using a Hinge Loss
Peter L. Bartlett, Marten H. Wegkamp
Closed Sets for Labeled Data
Gemma C. Garriga, Petra Kralj, Nada Lavrač
Complete Identification Methods for the Causal Hierarchy
Ilya Shpitser, Judea Pearl
Consistency of Random Forests and Other Averaging Classifiers
Gérard Biau, Luc Devroye, Gábor Lugosi
Consistency of the Group Lasso and Multiple Kernel Learning
Francis R. Bach
Consistency of Trace Norm Minimization
Francis R. Bach
Coordinate Descent Method for Large-scale L2-loss Linear Support Vector Machines
Kai-Wei Chang, Cho-Jui Hsieh, Chih-Jen Lin
Discriminative Learning of Max-Sum Classifiers
Vojtěch Franc, Bogdan Savchynskyy
Dynamic Hierarchical Markov Random Fields for Integrated Web Data Extraction
Jun Zhu, Zaiqing Nie, Bo Zhang et al.
Estimating the Confidence Interval for Prediction Errors of Support Vector Machine Classifiers
Bo Jiang, Xuegong Zhang, Tianxi Cai
Evidence Contrary to the Statistical View of Boosting
David Mease, Abraham Wyner
Exponentiated Gradient Algorithms for Conditional Random Fields and Max-Margin Markov Networks
Michael Collins, Amir Globerson, Terry Koo et al.
Finding Optimal Bayesian Network Given a Super-Structure
Eric Perrier, Seiya Imoto, Satoru Miyano
Finite-Time Bounds for Fitted Value Iteration
Rémi Munos, Csaba Szepesvári
Forecasting Web Page Views: Methods and Observations
Jia Li, Andrew W. Moore
Generalization from Observed to Unobserved Features by Clustering
Eyal Krupka, Naftali Tishby
Gradient Tree Boosting for Training Conditional Random Fields
Thomas G. Dietterich, Guohua Hao, Adam Ashenfelter
Graphical Methods for Efficient Likelihood Inference in Gaussian Covariance Models
Mathias Drton, Thomas S. Richardson
Graphical Models for Structured Classification, with an Application to Interpreting Images of Protein Subcellular Location Patterns
Shann-Ching Chen, Geoffrey J. Gordon, Robert F. Murphy
Hit Miss Networks with Applications to Instance Selection
Elena Marchiori
HPB: A Model for Handling BN Nodes with High Cardinality Parents
Jorge Jambeiro Filho, Jacques Wainer