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Book Chapter

[ Front Matter ]

By Robert E. Schapire, Yoav Freund
Series: Adaptive Computation and Machine Learning series
Publisher: The MIT Press
Published: 18 May 2012
DOI: 10.7551/mitpress/8291.003.0001
EISBN: 9780262301183
PDF
Book Chapter

Series Foreword

By Robert E. Schapire, Yoav Freund
Series: Adaptive Computation and Machine Learning series
Publisher: The MIT Press
Published: 18 May 2012
DOI: 10.7551/mitpress/8291.003.0002
EISBN: 9780262301183
PDF
Book Chapter

Preface

By Robert E. Schapire, Yoav Freund
Series: Adaptive Computation and Machine Learning series
Publisher: The MIT Press
Published: 18 May 2012
DOI: 10.7551/mitpress/8291.003.0003
EISBN: 9780262301183
PDF
Book Chapter

Introduction and Overview

By Robert E. Schapire, Yoav Freund
Series: Adaptive Computation and Machine Learning series
Publisher: The MIT Press
Published: 18 May 2012
DOI: 10.7551/mitpress/8291.003.0004
EISBN: 9780262301183
PDF
Book Chapter

Core Analysis

By Robert E. Schapire, Yoav Freund
Series: Adaptive Computation and Machine Learning series
Publisher: The MIT Press
Published: 18 May 2012
EISBN: 9780262301183
Book Chapter

Foundations of Machine Learning

By Robert E. Schapire, Yoav Freund
Series: Adaptive Computation and Machine Learning series
Publisher: The MIT Press
Published: 18 May 2012
DOI: 10.7551/mitpress/8291.003.0006
EISBN: 9780262301183
PDF
Book Chapter

Using AdaBoost to Minimize Training Error

By Robert E. Schapire, Yoav Freund
Series: Adaptive Computation and Machine Learning series
Publisher: The MIT Press
Published: 18 May 2012
DOI: 10.7551/mitpress/8291.003.0007
EISBN: 9780262301183
PDF
Book Chapter

Direct Bounds on the Generalization Error

By Robert E. Schapire, Yoav Freund
Series: Adaptive Computation and Machine Learning series
Publisher: The MIT Press
Published: 18 May 2012
DOI: 10.7551/mitpress/8291.003.0008
EISBN: 9780262301183
PDF
Book Chapter

The Margins Explanation for Boosting’s Effectiveness

By Robert E. Schapire, Yoav Freund
Series: Adaptive Computation and Machine Learning series
Publisher: The MIT Press
Published: 18 May 2012
DOI: 10.7551/mitpress/8291.003.0009
EISBN: 9780262301183
PDF
Book Chapter

Fundamental Perspectives

By Robert E. Schapire, Yoav Freund
Series: Adaptive Computation and Machine Learning series
Publisher: The MIT Press
Published: 18 May 2012
EISBN: 9780262301183
Book Chapter

Game Theory, Online Learning, and Boosting

By Robert E. Schapire, Yoav Freund
Series: Adaptive Computation and Machine Learning series
Publisher: The MIT Press
Published: 18 May 2012
DOI: 10.7551/mitpress/8291.003.0011
EISBN: 9780262301183
PDF
Book Chapter

Loss Minimization and Generalizations of Boosting

By Robert E. Schapire, Yoav Freund
Series: Adaptive Computation and Machine Learning series
Publisher: The MIT Press
Published: 18 May 2012
DOI: 10.7551/mitpress/8291.003.0012
EISBN: 9780262301183
PDF
Book Chapter

Boosting, Convex Optimization, and Information Geometry

By Robert E. Schapire, Yoav Freund
Series: Adaptive Computation and Machine Learning series
Publisher: The MIT Press
Published: 18 May 2012
DOI: 10.7551/mitpress/8291.003.0013
EISBN: 9780262301183
PDF
Book Chapter

Algorithmic Extensions

By Robert E. Schapire, Yoav Freund
Series: Adaptive Computation and Machine Learning series
Publisher: The MIT Press
Published: 18 May 2012
EISBN: 9780262301183
Book Chapter

Using Confidence-Rated Weak Predictions

By Robert E. Schapire, Yoav Freund
Series: Adaptive Computation and Machine Learning series
Publisher: The MIT Press
Published: 18 May 2012
DOI: 10.7551/mitpress/8291.003.0015
EISBN: 9780262301183
PDF
Book Chapter

Multiclass Classification Problems

By Robert E. Schapire, Yoav Freund
Series: Adaptive Computation and Machine Learning series
Publisher: The MIT Press
Published: 18 May 2012
DOI: 10.7551/mitpress/8291.003.0016
EISBN: 9780262301183
PDF
Book Chapter

Learning to Rank

By Robert E. Schapire, Yoav Freund
Series: Adaptive Computation and Machine Learning series
Publisher: The MIT Press
Published: 18 May 2012
DOI: 10.7551/mitpress/8291.003.0017
EISBN: 9780262301183
PDF
Book Chapter

Advanced Theory

By Robert E. Schapire, Yoav Freund
Series: Adaptive Computation and Machine Learning series
Publisher: The MIT Press
Published: 18 May 2012
EISBN: 9780262301183
Book Chapter

Attaining the Best Possible Accuracy

By Robert E. Schapire, Yoav Freund
Series: Adaptive Computation and Machine Learning series
Publisher: The MIT Press
Published: 18 May 2012
DOI: 10.7551/mitpress/8291.003.0019
EISBN: 9780262301183
PDF
Book Chapter

Optimally Efficient Boosting

By Robert E. Schapire, Yoav Freund
Series: Adaptive Computation and Machine Learning series
Publisher: The MIT Press
Published: 18 May 2012
DOI: 10.7551/mitpress/8291.003.0020
EISBN: 9780262301183
PDF