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Modeling Decisions

Information Fusion and Aggregation Operators

  • Vicenç Torra
  • Yasuo Narukawa

Part of the Cognitive Technologies book series (COGTECH)

Table of contents

  1. Front Matter
    Pages I-XIII
  2. Pages 1-17
  3. Pages 19-66
  4. Pages 111-145
  5. Pages 219-247
  6. Back Matter
    Pages 249-285

About this book

Introduction

Information fusion techniques and aggregation operators produce the most comprehensive, specific datum about an entity using data supplied from different sources, thus enabling us to reduce noise, increase accuracy, summarize and extract information, and make decisions. These techniques are applied in fields such as economics, biology and education, while in computer science they are particularly used in fields such as knowledge-based systems, robotics, and data mining.

This book covers the underlying science and application issues related to aggregation operators, focusing on tools used in practical applications that involve numerical information. Starting with detailed introductions to information fusion and integration, measurement and probability theory, fuzzy sets, and functional equations, the authors then cover the following topics in detail: synthesis of judgements, fuzzy measures, weighted means and fuzzy integrals, indices and evaluation methods, model selection, and parameter extraction. The methods are illustrated with representative examples throughout, and there are extensive bibliographies and reading suggestions.

The book is intended for graduate students, researchers, and practitioners such as engineers, computer scientists, statisticians and economists who use decision models and aggregation operators. The reader is assumed to have a nonspecialized background in mathematics.

Keywords

Aggregation operators Decision modeling Fuzzy Fuzzy integrals Fuzzy measures data mining decision model fuzzy sets knowledge knowledge-based system knowledge-based systems modeling robot robotics

Authors and affiliations

  • Vicenç Torra
    • 1
  • Yasuo Narukawa
    • 2
  1. 1.IIIA-CSICBellaterra, CataloniaSpain
  2. 2.TohogakuenTokyoJapan

Bibliographic information

  • DOI https://doi.org/10.1007/978-3-540-68791-7
  • Copyright Information Springer-Verlag Berlin Heidelberg 2007
  • Publisher Name Springer, Berlin, Heidelberg
  • eBook Packages Computer Science
  • Print ISBN 978-3-540-68789-4
  • Online ISBN 978-3-540-68791-7
  • Series Print ISSN 1611-2482
  • Buy this book on publisher's site