Evolutionary Computation: The Fossil Record (Hardcover)

Fogel

  • 出版商: Wiley
  • 出版日期: 1998-05-15
  • 定價: $5,380
  • 售價: 5.0$2,690
  • 語言: 英文
  • 頁數: 656
  • 裝訂: Hardcover
  • ISBN: 0780334817
  • ISBN-13: 9780780334816
  • 相關分類: 電機學 Electric-machineryComputer-networks
  • 立即出貨 (庫存 < 3)

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商品描述

Description:

Electrical Engineering/Computer Science Evolutionary Computation The Fossil Record Featuring copious introductory material by distinguished scientist Dr. David B. Fogel, this formidable collection of 30 landmark papers spans the entire history of evolutionary computation—from today’s investigaitons back to its very origins more than 40 years ago. Chapter by chapter, Fogel highlights how early ideas have developed into current thinking and how others have been lost and await rediscovery. The introductions to each chapter reflect Fogel’s one-on-one conversations with the authors and their colleagues, conducted over a period of four years. Evolutionary Computation: The Fossil Record provides in-depth historical information and technical detail that is simply unmatched in the field. This volume is complete with an extensive bibliography of related literature. Evolutionary Computation: The Fossil Record will be of particular interest to researchers and students in need of a comprehensive resource on this fascinating area of computer science. Historians will also find the book thoroughly engaging.

 

Table of Contents:

Preface.

An Introduction to Evolutionary Computation.

Evolving Control Circuits for Autonomous Robots.

Simulating the Evolution of Genetic Systems.

Evolving Online Productivity.

Evolving Computer Programs.

Artificial Life and Evolving Strategies.

Artificial Intelligence through Simulated Evolution.

Evolutionary Experimentation.

Evolution and Optimization.

Evolutionary Algorithms for System Identification.

Co-Evolution, Self-Adaptation, and Crossover.

Evolving Populations.

Artificial Ecosystems.

Soft Selection.

Schema Processing and the K-Armed Bandit.

Classifier Systems.

Evolving Neural Networks.

Evolutionary Computation and the Traveling Salesman Problem.

The Iterated Prisoner's Dilemma.

Implicit Parallelism and Representations.

Fuzzy Evolution.

Evolving Programs Using Symbolic Expressions.

Tierra and Emergent Properties.

Epilogue.

Author Index.

Subject Index.

About the Editor.

商品描述(中文翻譯)

描述:



電機工程/計算機科學演化計算化石記錄。這本由著名科學家David B. Fogel撰寫的30篇里程碑論文的集合,涵蓋了演化計算的整個歷史,從今天的研究回溯到40多年前的起源。Fogel逐章介紹了早期的想法如何發展成現在的思想,以及其他想法如何被遺忘並等待重新發現。每章的介紹反映了Fogel與作者及其同事在四年的時間內進行的一對一交流。《演化計算:化石記錄》提供了深入的歷史信息和技術細節,這在該領域中是無與倫比的。該卷還附有廣泛的相關文獻參考書目。《演化計算:化石記錄》對於需要全面資源的研究人員和學生在這個迷人的計算機科學領域尤其感興趣。歷史學家也會發現這本書非常有趣。


 



目錄:



前言。


演化計算簡介。


演化控制電路的自主機器人。


模擬遺傳系統的演化。


演化的在線生產力。


演化的計算機程序。


人工生命和演化策略。


通過模擬演化的人工智能。


演化實驗。


演化和優化。


用於系統識別的演化算法。


共同演化、自適應和交叉。


演化的人口。


人工生態系統。


軟選擇。


模式處理和K臂賊。


分類器系統。


演化神經網絡。


演化計算和旅行推銷員問題。


迭代囚徒困境。


隱式並行和表示。


模糊演化。


使用符號表達式演化程序。


Tierra和新興特性。


結語。


作者索引。


主題索引。


關於編輯者。