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ALT
2008
Springer
14 years 1 months ago
Learning and Generalization with the Information Bottleneck
Ohad Shamir, Sivan Sabato, Naftali Tishby
ALT
2008
Springer
14 years 1 months ago
Sample Selection Bias Correction Theory
Corinna Cortes, Mehryar Mohri, Michael Riley, Afsh...
ALT
2008
Springer
14 years 1 months ago
Generalization Bounds for K-Dimensional Coding Schemes in Hilbert Spaces
We give a bound on the expected reconstruction error for a general coding method where data in a Hilbert space are represented by finite dimensional coding vectors. The result can...
Andreas Maurer, Massimiliano Pontil
ALT
2008
Springer
14 years 1 months ago
Online Regret Bounds for Markov Decision Processes with Deterministic Transitions
Abstract. We consider an upper confidence bound algorithm for Markov decision processes (MDPs) with deterministic transitions. For this algorithm we derive upper bounds on the onl...
Ronald Ortner