JMLR Special Topic on Learning Theory

A Universal Well-Calibrated Algorithm for On-line Classification

Vladimir Vovk; 5(Jun):575--604, 2004.
[abs][pdf] [ps.gz] [ps]

The Sample Complexity of Exploration in the Multi-Armed Bandit Problem

Shie Mannor, John N. Tsitsiklis; 5(Jun):623--648, 2004.
[abs][pdf] [ps.gz] [ps]

Preference Elicitation and Query Learning

Avrim Blum, Jeffrey Jackson, Tuomas Sandholm, Martin Zinkevich; 5(Jun):649--667, 2004.
[abs][pdf] [ps.gz] [ps]

Distance-Based Classification with Lipschitz Functions

Ulrike von Luxburg, Olivier Bousquet; 5(Jun):669--695, 2004.
[abs][pdf] [ps.gz] [ps]

Probability Product Kernels

Tony Jebara, Risi Kondor, Andrew Howard ; 5(Jul):819--844, 2004.
[abs][pdf] [ps.gz] [ps]

Rational Kernels: Theory and Algorithms

Corinna Cortes, Patrick Haffner, Mehryar Mohri; 5(Aug):1035--1062, 2004.
[abs][pdf] [ps.gz] [ps]