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Machine Learning (ML) - February 2012, issue 2 论文列表

本期论文列表
RE-EM trees: a data mining approach for longitudinal and clustered data

Linear classifiers are nearly optimal when hidden variables have diverse effects

Learning by extrapolation from marginal to full-multivariate probability distributions: decreasingly naive Bayesian classification

An alternative view of variational Bayes and asymptotic approximations of free energy

Guest Editors’ introduction

ILP turns 20

Gradient-based boosting for statistical relational learning: The relational dependency network case

Bridging logic and kernel machines

Applying the information bottleneck to statistical relational learning

Inverse subsumption for complete explanatory induction

Data and task parallelism in ILP using MapReduce

Efficiently identifying deterministic real-time automata from labeled data

Statistical analysis of kernel-based least-squares density-ratio estimation

Local equivalences of distances between clusterings—a geometric perspective

Robustness and generalization