Linear genetic programming

著者

• Brameier, Markus
• Banzhaf, Wolfgang

書誌事項

Linear genetic programming

Markus Brameier, Wolfgang Banzhaf

（Genetic and evolutionary computation series）

Springer, c2010

• : pbk

注記

Includes bibliographical references (p. [291]-302) and index

内容説明・目次

内容説明

Linear Genetic Programming presents a variant of Genetic Programming that evolves imperative computer programs as linear sequences of instructions, in contrast to the more traditional functional expressions or syntax trees. Typical GP phenomena, such as non-effective code, neutral variations, and code growth are investigated from the perspective of linear GP. This book serves as a reference for researchers; it includes sufficient introductory material for students and newcomers to the field.

目次

Fundamental Analysis.- Basic Concepts of Linear Genetic Programming.- Characteristics of the Linear Representation.- A Comparison with Neural Networks.- Method Design.- Linear Genetic Operators I - Segment Variations.- Linear Genetic Operators II - Instruction Mutations.- Analysis of Control Parameters.- A Comparison with Tree-Based Genetic Programming.- Advanced Techniques and Phenomena.- Control of Diversity and Variation Step Size.- Code Growth and Neutral Variations.- Evolution of Program Teams.- Epilogue.

「Nielsen BookData」 より

詳細情報

• NII書誌ID(NCID): BB25836275
• ISBN:
  • 9781441940483
• 出版国コード: us
• タイトル言語コード: eng
• 本文言語コード: eng
• 出版地: New York
• ページ数/冊数: xiii, 315 p.
• 大きさ: 23 cm
• 分類:
  • DC22 : 006.31
• 件名:
  • LCSH : Genetic programming (Computer science)
  • LCSH : Linear programming
• 親書誌ID:
  • BA77620191