Evolutionary Global Optimization, Manifolds and Applications

Nonfiction, Computers, Advanced Computing, Artificial Intelligence, Business & Finance, Economics, Theory of Economics, General Computing
Cover of the book Evolutionary Global Optimization, Manifolds and Applications by Hime Aguiar e Oliveira Junior, Springer International Publishing
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Hime Aguiar e Oliveira Junior ISBN: 9783319264677
Publisher: Springer International Publishing Publication: December 9, 2015
Imprint: Springer Language: English
Author: Hime Aguiar e Oliveira Junior
ISBN: 9783319264677
Publisher: Springer International Publishing
Publication: December 9, 2015
Imprint: Springer
Language: English

This book presents powerful techniques for solving global optimization problems on manifolds by means of evolutionary algorithms, and shows in practice how these techniques can be applied to solve real-world problems. It describes recent findings and well-known key facts in general and differential topology, revisiting them all in the context of application to current optimization problems. Special emphasis is put on game theory problems. Here, these problems are reformulated as constrained global optimization tasks and solved with the help of Fuzzy ASA. In addition, more abstract examples, including minimizations of well-known functions, are also included. Although the Fuzzy ASA approach has been chosen as the main optimizing paradigm, the book suggests that other metaheuristic methods could be used as well. Some of them are introduced, together with their advantages and disadvantages.

Readers should possess some knowledge of linear algebra, and of basic concepts of numerical analysis and probability theory. Many necessary definitions and fundamental results are provided, with the formal mathematical requirements limited to a minimum, while the focus is kept firmly on continuous problems. The book offers a valuable resource for students, researchers and practitioners. It is suitable for university courses on optimization and for self-study.

 

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

This book presents powerful techniques for solving global optimization problems on manifolds by means of evolutionary algorithms, and shows in practice how these techniques can be applied to solve real-world problems. It describes recent findings and well-known key facts in general and differential topology, revisiting them all in the context of application to current optimization problems. Special emphasis is put on game theory problems. Here, these problems are reformulated as constrained global optimization tasks and solved with the help of Fuzzy ASA. In addition, more abstract examples, including minimizations of well-known functions, are also included. Although the Fuzzy ASA approach has been chosen as the main optimizing paradigm, the book suggests that other metaheuristic methods could be used as well. Some of them are introduced, together with their advantages and disadvantages.

Readers should possess some knowledge of linear algebra, and of basic concepts of numerical analysis and probability theory. Many necessary definitions and fundamental results are provided, with the formal mathematical requirements limited to a minimum, while the focus is kept firmly on continuous problems. The book offers a valuable resource for students, researchers and practitioners. It is suitable for university courses on optimization and for self-study.

 

More books from Springer International Publishing

Cover of the book Translation Strategies in Global News by Hime Aguiar e Oliveira Junior
Cover of the book An Introduction to Machine Learning by Hime Aguiar e Oliveira Junior
Cover of the book The Social Organisation of Marketing by Hime Aguiar e Oliveira Junior
Cover of the book Chinese Computational Linguistics and Natural Language Processing Based on Naturally Annotated Big Data by Hime Aguiar e Oliveira Junior
Cover of the book Music Interventions for Neurodevelopmental Disorders by Hime Aguiar e Oliveira Junior
Cover of the book Integrated Planning of Heat Flows in Production Systems by Hime Aguiar e Oliveira Junior
Cover of the book Business Process Management Workshops by Hime Aguiar e Oliveira Junior
Cover of the book Chicago’s Redevelopment Machine and Blues Clubs by Hime Aguiar e Oliveira Junior
Cover of the book String Figures as Mathematics? by Hime Aguiar e Oliveira Junior
Cover of the book Coastal Ocean Observing by Hime Aguiar e Oliveira Junior
Cover of the book Geographies of Disruption by Hime Aguiar e Oliveira Junior
Cover of the book Systems Thinking for School Leaders by Hime Aguiar e Oliveira Junior
Cover of the book Cartilage Regeneration by Hime Aguiar e Oliveira Junior
Cover of the book Commonsense Pluralism about Truth by Hime Aguiar e Oliveira Junior
Cover of the book Regularity of Difference Equations on Banach Spaces by Hime Aguiar e Oliveira Junior
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy