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Multiobjective Optimization: Interactive and Evolutionary...

Multiobjective Optimization: Interactive and Evolutionary Approaches

Kaisa Miettinen (auth.), Jürgen Branke, Kalyanmoy Deb, Kaisa Miettinen, Roman Słowiński (eds.)
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Multiobjective optimization deals with solving problems having not only one, but multiple, often conflicting, criteria. Such problems can arise in practically every field of science, engineering and business, and the need for efficient and reliable solution methods is increasing. The task is challenging due to the fact that, instead of a single optimal solution, multiobjective optimization results in a number of solutions with different trade-offs among criteria, also known as Pareto optimal or efficient solutions. Hence, a decision maker is needed to provide additional preference information and to identify the most satisfactory solution. Depending on the paradigm used, such information may be introduced before, during, or after the optimization process. Clearly, research and application in multiobjective optimization involve expertise in optimization as well as in decision support.

This state-of-the-art survey originates from the International Seminar on Practical Approaches to Multiobjective Optimization, held in Dagstuhl Castle, Germany, in December 2006, which brought together leading experts from various contemporary multiobjective optimization fields, including evolutionary multiobjective optimization (EMO), multiple criteria decision making (MCDM) and multiple criteria decision aiding (MCDA).

This book gives a unique and detailed account of the current status of research and applications in the field of multiobjective optimization. It contains 16 chapters grouped in the following 5 thematic sections: Basics on Multiobjective Optimization; Recent Interactive and Preference-Based Approaches; Visualization of Solutions; Modelling, Implementation and Applications; and Quality Assessment, Learning, and Future Challenges.

年:
2008
出版:
1
出版社:
Springer-Verlag Berlin Heidelberg
语言:
english
页:
470
ISBN 10:
3540889078
ISBN 13:
9783540889076
系列:
Lecture Notes in Computer Science 5252 : Theoretical Computer Science and General Issues
文件:
PDF, 7.79 MB
IPFS:
CID , CID Blake2b
english, 2008
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