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Machine Learning (ML) - August 2008, issue 1-2 论文列表

本期论文列表
Guest Editors’ Introduction: Special issue on Learning Theory (COLT-2007)

Sketching information divergences

Regret to the best vs. regret to the average

Aggregation by exponential weighting, sharp PAC-Bayesian bounds and sparsity

U-shaped, iterative, and iterative-with-counter learning

A theory of learning with similarity functions

Learning large-alphabet and analog circuits with value injection queries

Robust reductions from ranking to classification

Guest Editors’ introduction: special issue of selected papers from ECML PKDD 2008

Rollout sampling approximate policy iteration

Large margin vs. large volume in transductive learning

Incremental exemplar learning schemes for classification on embedded devices

New closed-form bounds on the partition function

A collaborative filtering framework based on both local user similarity and global user similarity

A critical analysis of variants of the AUC

Improving maximum margin matrix factorization