Genetic Algorithms: Principles and Perspectives von Colin R. Reeves | A Guide to GA Theory | ISBN 9780306480508

Genetic Algorithms: Principles and Perspectives

A Guide to GA Theory

von Colin R. Reeves und Jonathan E. Rowe
Mitwirkende
Autor / AutorinColin R. Reeves
Autor / AutorinJonathan E. Rowe
Buchcover Genetic Algorithms: Principles and Perspectives | Colin R. Reeves | EAN 9780306480508 | ISBN 0-306-48050-6 | ISBN 978-0-306-48050-8

Genetic Algorithms: Principles and Perspectives

A Guide to GA Theory

von Colin R. Reeves und Jonathan E. Rowe
Mitwirkende
Autor / AutorinColin R. Reeves
Autor / AutorinJonathan E. Rowe
Genetic Algorithms: Principles and Perspectives: A Guide to GA Theory is a survey of some important theoretical contributions, many of which have been proposed and developed in the Foundations of Genetic Algorithms series of workshops. However, this theoretical work is still rather fragmented, and the authors believe that it is the right time to provide the field with a systematic presentation of the current state of theory in the form of a set of theoretical perspectives. The authors do this in the interest of providing students and researchers with a balanced foundational survey of some recent research on GAs. The scope of the book includes chapter-length discussions of Basic Principles, Schema Theory, „No Free Lunch“, GAs and Markov Processes, Dynamical Systems Model, Statistical Mechanics Approximations, Predicting GA Performance, Landscapes and Test Problems.