Fuzzy Stochastic Multiobjective Programming by Masatoshi Sakawa (English) Paperb

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Fuzzy Stochastic Multiobjective Programming by Masatoshi Sakawa, Ichiro Nishizaki, Hideki Katagiri

With a stress on interactive decision-making, this work breaks new ground by covering both the random nature of events related to environments, and the fuzziness of human judgements. The text runs from mathematical preliminaries to future research directions.

FORMAT
Paperback LANGUAGE
English CONDITION
Brand New Publisher Description

Although studies on multiobjective mathematical programming under uncertainty have been accumulated and several books on multiobjective mathematical programming under uncertainty have been published (e.g., Stancu-Minasian (1984); Slowinski and Teghem (1990); Sakawa (1993); Lai and Hwang (1994); Sakawa (2000)), there seems to be no book which concerns both randomness of events related to environments and fuzziness of human judgments simultaneously in multiobjective decision making problems. In this book, the authors are concerned with introducing the latest advances in the field of multiobjective optimization under both fuzziness and randomness on the basis of the authors' continuing research works. Special stress is placed on interactive decision making aspects of fuzzy stochastic multiobjective programming for human-centered systems under uncertainty in most realistic situations when dealing with both fuzziness and randomness. Organization of each chapter is briefly summarized as follows:Chapter 2 is devoted to mathematical preliminaries, which will be used throughout the remainderof the book. Starting with basic notions and methods of multiobjective programming, interactivefuzzy multiobjective programming as well as fuzzy multiobjective programming is Chapter 3, by considering the imprecision of decision maker's (DM's) judgment for stochasticobjective functions and/or constraints in multiobjective problems, fuzzy multiobjective stochasticprogramming is developed. In Chapter 4, through the consideration of not only the randomness of parameters involved inobjective functions and/or constraints but also the experts' ambiguous understanding of the realized values of the random parameters, multiobjective programming problems with fuzzy random variables are Chapter 5, for resolving conflict of decision making problems in hierarchical managerial orpublic organizations where there exist two DMs who have different priorities in making decisions, two-level programming problems are discussed. Finally, Chapter 6 outlines some future research directions.

Back Cover

Although studies on multiobjective mathematical programming under uncertainty have been accumulated and several books on multiobjective mathematical programming under uncertainty have been published (e.g., Stancu-Minasian (1984); Slowinski and Teghem (1990); Sakawa (1993); Lai and Hwang (1994); Sakawa (2000)), there seems to be no book which concerns both randomness of events related to environments and fuzziness of human judgments simultaneously in multiobjective decision making problems. In this book, the authors are concerned with introducing the latest advances in the field of multiobjective optimization under both fuzziness and randomness on the basis of the authors' continuing research works. Special stress is placed on interactive decision making aspects of fuzzy stochastic multiobjective programming for human-centered systems under uncertainty in most realistic situations when dealing with both fuzziness and randomness. Organization of each chapter is briefly summarized as follows: Chapter 2 is devoted to mathematical preliminaries, which will be used throughout the remainder of the book. Starting with basic notions and methods of multiobjective programming, interactive fuzzy multiobjective programming as well as fuzzy multiobjective programming is outlined. In Chapter 3, by considering the imprecision of decision maker's (DM's) judgment for stochastic objective functions and/or constraints in multiobjective problems, fuzzy multiobjective stochastic programming is developed. In Chapter 4, through the consideration of not only the randomness of parameters involved in objective functions and/or constraints but also the experts' ambiguous understanding of the realized values of the random parameters, multiobjective programming problems with fuzzy random variables are formulated. In Chapter 5, for resolving conflict of decision making problems in hierarchical managerial or public organizations where there exist two DMs who have different priorities in making decisions, two-level programming problems are discussed. Finally, Chapter 6 outlines some future research directions.

Table of Contents

Chapter 1. Introduction and Historical Remarks.- Chapter 2. Fundamentals.- Chapter 3. Fuzzy Multiobjective Stochastic Programming.- Chapter 4. Multiobjective Fuzzy Random Programming.- Chapter 5. Stochastic and Fuzzy Random Two-Level Programming.- Chapter 6. Future Research Directions.

Review

From the book reviews:"Drawing heavily on their own research, the authors summarize recent developments in the field of multiobjective optimization under fuzziness and randomness. … The book may be useful for graduate and doctoral students in operations research." (Róbert Fullér, Mathematical Reviews, March, 2015)"This is an excellent textbook on fuzzy stochastic multiobjective programming. … The book is beautifully written and inspiring as a source for further research. The style is clear and rigorous. I warmly recommend this book and also other publications of these authors. Everyone who is interested in optimization should be a acquainted with this work." (I. M. Stancu-Minasian, Zentralblatt MATH, Vol. 1214, 2011)

Long Description

Although studies on multiobjective mathematical programming under uncertainty have been accumulated and several books on multiobjective mathematical programming under uncertainty have been published (e.g., Stancu-Minasian (1984); Slowinski and Teghem (1990); Sakawa (1993); Lai and Hwang (1994); Sakawa (2000)), there seems to be no book which concerns both randomness of events related to environments and fuzziness of human judgments simultaneously in multiobjective decision making problems. In this book, the authors are concerned with introducing the latest advances in the field of multiobjective optimization under both fuzziness and randomness on the basis of the authors' continuing research works. Special stress is placed on interactive decision making aspects of fuzzy stochastic multiobjective programming for human-centered systems under uncertainty in most realistic situations when dealing with both fuzziness and randomness. Organization of each chapter is briefly summarized as follows: Chapter 2 is devoted to mathematical preliminaries, which will be used throughout the remainder of the book. Starting with basic notions and methods of multiobjective programming, interactive fuzzy multiobjective programming as well as fuzzy multiobjective programming is outlined. In Chapter 3, by considering the imprecision of decision maker's (DM's) judgment for stochastic objective functions and/or constraints in multiobjective problems, fuzzy multiobjective stochastic programming is developed. In Chapter 4, through the consideration of not only the randomness of parameters involved in objective functions and/or constraints but also the experts' ambiguous understanding of the realized values of the random parameters, multiobjective programming problems with fuzzy random variables are formulated. In Chapter 5, for resolving conflict of decision making problems in hierarchical managerial or public organizations where there exist two DMs who have different priorities in making decisions, two-level programming problems are discussed. Finally, Chapter 6 outlines some future research directions.

Review Quote

From the reviews:This is an excellent textbook on fuzzy stochastic multiobjective programming. … The book is beautifully written and inspiring as a source for further research. The style is clear and rigorous. I warmly recommend this book and also other publications of these authors. Everyone who is interested in optimization should be a acquainted with this work. (I. M. Stancu-Minasian, Zentralblatt MATH, Vol. 1214, 2011)

Feature

Presents the latest advances in the new field of multiobjective programming involving fuzziness and randomness Emphasis on human-centered systems under uncertainty in realistic situations Authors are among the leading researchers in the field

Details ISBN1461428068 Author Hideki Katagiri Short Title FUZZY STOCHASTIC MULTIOBJECTIV Series International Series in Operations Research & Management Science Language English ISBN-10 1461428068 ISBN-13 9781461428060 Media Book Format Paperback Series Number 159 Birth 1947 Pages 264 Year 2013 Publication Date 2013-04-19 Imprint Springer-Verlag New York Inc. Place of Publication New York, NY Country of Publication United States Edition 2011th AU Release Date 2013-04-19 NZ Release Date 2013-04-19 US Release Date 2013-04-19 UK Release Date 2013-04-19 Publisher Springer-Verlag New York Inc. Edition Description 2011 ed. Alternative 9781441984012 DEWEY 658.40340151922 Illustrations XII, 264 p. Country of Origin NL Product Class Description Computing: Professional & Programming Audience Professional & Vocational
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