文档介绍：Multicriteria Decision Aid Classification Methods
Applied Optimization
Volume 73
Series Editors:
Panos M. Pardalos
University of Florida, .
Donald Hearn
University of Florida, .
The titles published in this series are listed at the end of this volume.
Multicriteria Decision Aid
Classification Methods
by
Michael Doumpos
and
Constantin Zopounidis
Technical University of Crete,
Department of Production Engineering and Management,
Financial Engineering Laboratory,
University Campus, Chania, Greece
KLUWER ACADEMIC PUBLISHERS
NEW YORK, BOSTON, DORDRECHT, LONDON, MOSCOW
eBook ISBN: 0-306-48105-7
Print ISBN: 1-4020-0805-8
©2004 Kluwer Academic Publishers
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Print ©2002 Kluwer Academic Publishers
Dordrecht
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To my parents Christos and Aikaterini Doumpos
To my wife Kleanthi Koukouraki and my son Dimitrios Zopounidis
Table of contents
PROLOGUE xi
CHAPTER 1: INTRODUCTION TO THE CLASSIFICATION
PROBLEM
1. Decision making problematics 1
2. The classification problem 4
3. General outline of classification methods 6
4. The proposed methodological approach and the objectives of
the book 10
CHAPTER 2: REVIEW OF CLASSIFICATION TECHNIQUES
1. Introduction 15
2. Statistical and econometric techniques 15
Discriminant analysis 16
Logit and probit analysis 20
3. Non-parametric techniques 24
works 24
Machine learning 27
Fuzzy set theory 30
Rough sets 32
CHAPTER 3: MULTICRITERIA DECISIONAID
CLASSIFICATION TECHNIQUES
1. Introduction to multicriteria decision aid 39
Objectives and general framework 39
Brief historical review 40