Prediction, Learning, and Games

Prediction, Learning, and Games

by Nicolo Cesa-Bianchi, Gabor Lugosi
     
 

Prediction using expert advice provides a general framework for repeated game playing, adaptive data compression, sequential investments, sequential pattern analysis and other problems.See more details below

Overview

Prediction using expert advice provides a general framework for repeated game playing, adaptive data compression, sequential investments, sequential pattern analysis and other problems.

Product Details

ISBN-13:
9780521841085
Publisher:
Cambridge University Press
Publication date:
03/31/2006
Edition description:
New Edition
Pages:
406
Product dimensions:
6.97(w) x 9.96(h) x 1.06(d)

Table of Contents

1. Introduction; 2. Prediction with expert advice; 3. Tight bounds for specific losses; 4. Randomized prediction; 5. Efficient forecasters for large classes of experts; 6. Prediction with limited feedback; 7. Prediction and playing games; 8. Absolute loss; 9. Logarithmic loss; 10. Sequential investment; 11. Linear pattern recognition; 12. Linear classification; 13. Appendix.

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