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    Genetic Algorithms, Principles and Perspectives: A Guide to GA Theory (Operations Research/Computer Science Interfaces Series) (Hardback) By (author) Colin R. Reeves, By (author) Jonathan E. Rowe

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    DescriptionGenetic 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.


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  • Full bibliographic data for Genetic Algorithms, Principles and Perspectives

    Title
    Genetic Algorithms, Principles and Perspectives
    Subtitle
    A Guide to GA Theory
    Authors and contributors
    By (author) Colin R. Reeves, By (author) Jonathan E. Rowe
    Physical properties
    Format: Hardback
    Number of pages: 343
    Width: 159 mm
    Height: 248 mm
    Thickness: 27 mm
    Weight: 735 g
    Language
    English
    ISBN
    ISBN 13: 9781402072406
    ISBN 10: 1402072406
    Classifications

    BIC E4L: COM
    Nielsen BookScan Product Class 3: S10.2
    B&T Book Type: NF
    B&T Modifier: Region of Publication: 01
    LC subject heading:
    B&T Modifier: Academic Level: 01
    LC subject heading: ,
    B&T Merchandise Category: SCI
    B&T General Subject: 710
    B&T Modifier: Continuations: 02
    Ingram Subject Code: MA
    Libri: I-MA
    B&T Modifier: Text Format: 06
    BIC subject category V2: UM
    B&T Modifier: Text Format: 01
    LC subject heading:
    B&T Approval Code: F80340000
    BISAC V2.8: MAT017000
    LC subject heading:
    LC classification: HD30.23
    BISAC V2.8: TEC029000
    Warengruppen-Systematik des deutschen Buchhandels: 16330
    BISAC V2.8: MAT011000, COM004000
    BIC subject category V2: UYQM
    LC subject heading:
    DC22: 519.3
    LC subject heading:
    B&T Approval Code: A93203603
    DC22: 519.62
    LC classification: QA402.5 .G456 2003, QA75.5-76.95, TJ210.2-211.495, Q334-342, QA276-280, QA402.5-402.6
    Thema V1.0: UM, UYQM
    Edition statement
    2002 ed.
    Illustrations note
    4 black & white illustrations, biography
    Publisher
    Kluwer Academic Publishers
    Imprint name
    Kluwer Academic Publishers
    Publication date
    01 January 2003
    Publication City/Country
    Boston, MA
    Table of contents
    1. Introduction. 2. Basic Principles. 3. Schema Theory. 4. Non Free Lunch for GAs. 5. GAs as Markov Processes. 6. The Dynamical Systems Model. 7. Statistical Mechanics Approximations. 8. Predicting GA Performance. 9. Landschapes. 10. Summary. A: Test Problems. Bibliography. Index.