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Genetic programming : an introduction on the automatic evolution of computer programs and its applications

Genetic programming : an introduction on the automatic evolution of computer programs and its applications (2회 대출)

자료유형
단행본
개인저자
Banzhaf, Wolfgang , 1955-
서명 / 저자사항
Genetic programming : an introduction on the automatic evolution of computer programs and its applications / Wolfgang Banzhaf ... [et al.].
발행사항
San Francisco, Calif. :   Morgan Kaufmann Publishers ;   Heidelburg :   Dpunkt-verlag,   c1998.  
형태사항
xix, 470 p. : ill. ; 25 cm.
ISBN
155860510X (MKP) 3920993586 (dpunkt)
서지주기
Includes bibliographical references (p. 399-443) and indexes.
일반주제명
Genetic programming (Computer science)
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010 ▼a 97051603
020 ▼a 155860510X (MKP)
020 ▼a 3920993586 (dpunkt)
040 ▼a DLC ▼c DLC ▼d 211009
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050 0 0 ▼a QA76.623 ▼b .G46 1998
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245 0 0 ▼a Genetic programming : ▼b an introduction on the automatic evolution of computer programs and its applications / ▼c Wolfgang Banzhaf ... [et al.].
260 ▼a San Francisco, Calif. : ▼b Morgan Kaufmann Publishers ; ▼a Heidelburg : ▼b Dpunkt-verlag, ▼c c1998.
300 ▼a xix, 470 p. : ▼b ill. ; ▼c 25 cm.
504 ▼a Includes bibliographical references (p. 399-443) and indexes.
650 0 ▼a Genetic programming (Computer science)
700 1 ▼a Banzhaf, Wolfgang , ▼d 1955-

소장정보

No. 소장처 청구기호 등록번호 도서상태 반납예정일 예약 서비스
No. 1 소장처 중앙도서관/서고6층/ 청구기호 006.31 G328 등록번호 111211233 (2회 대출) 도서상태 대출가능 반납예정일 예약 서비스 B M

컨텐츠정보

책소개

Since the early 1990s, genetic programming (GP)?a discipline whose goal is to enable the automatic generation of computer programs?has emerged as one of the most promising paradigms for fast, productive software development. GP combines biological metaphors gleaned from Darwin's theory of evolution with computer-science approaches drawn from the field of machine learning to create programs that are capable of adapting or recreating themselves for open-ended tasks.

This unique introduction to GP provides a detailed overview of the subject and its antecedents, with extensive references to the published and online literature. In addition to explaining the fundamental theory and important algorithms, the text includes practical discussions covering a wealth of potential applications and real-world implementation techniques. Software professionals needing to understand and apply GP concepts will find this book an invaluable practical and theoretical guide.

Reviews

"[The authors] have performed a remarkable double service with this excellent book on genetic programming. First, they give an up-to-date view of the rapidly growing field of automatic creation of computer programs by means of evolution and, second, they bring together their own innovative and formidable work on evolution of assembly language machine code and linear genomes." --John R. Koza


정보제공 : Aladin

목차

1 Genetic Programming as Machine Learning
2 Genetic Programming and Biology
3 Computer Science and Mathematical Basics
4 Genetic Programming as Evolutionary Computation
5 Basic Concepts?The Foundation
6 Crossover?The Center of the Storm
7 Genetic Programming and Emergent Order
8 Analysis?Improving Genetic Programming with Statistics
9 Different Varieties of Genetic Programming
10 Advanced Genetic Programming
11 Implementation?Making Genetic Programming Work
12 Applications of Genetic Programming
13 Summary and Perspectives
A Printed and Recorded Resources
B Information Available on the Internet
C GP Software
D Events


정보제공 : Aladin

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