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9780387001524

Algorithmic Learning in a Random World

by ; ;
  • ISBN13:

    9780387001524

  • ISBN10:

    0387001522

  • Format: Hardcover
  • Copyright: 2004-11-30
  • Publisher: Springer-Verlag New York Inc
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Summary

"Researchers in computer science, statistics, and artificial intelligence will find the book an authoritative and rigorous treatment of some of the most promising new developments in machine learning. Practitioners and students in all areas of research that use quantitative prediction or machine learning will learn about important new methods."--BOOK JACKET.

Table of Contents

Preface
List of Principal results
Introduction
Conformal prediction
Classification with conformal predictors
Modifications of conformal predictors
Probabilistic prediction
impossibility results
Probabilistic prediction
Venn predictors
Beyond exchangeability
On-line compression modeling
conformal prediction
On-line compression modeling
Venn prediction
Perspectives and contrasts
Probability theory
Data sets
FAQ
Notation
References
Index
Table of Contents provided by Publisher. All Rights Reserved.

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