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ALT
2008
Springer
9 years 6 months ago
Learning and Generalization with the Information Bottleneck
Ohad Shamir, Sivan Sabato, Naftali Tishby
ALT
2008
Springer
9 years 6 months ago
Sample Selection Bias Correction Theory
Corinna Cortes, Mehryar Mohri, Michael Riley, Afsh...
ALT
2008
Springer
9 years 6 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
9 years 6 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
ALT
2008
Springer
9 years 6 months ago
A Uniform Lower Error Bound for Half-Space Learning
Abstract. We give a lower bound for the error of any unitarily invariant algorithm learning half-spaces against the uniform or related distributions on the unit sphere. The bound i...
Andreas Maurer, Massimiliano Pontil
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