Genetic Programming Theory and Practice XV (Genetic and Evolutionary Computation)
暫譯: 遺傳程式設計理論與實務 XV (遺傳與演化計算)
- 出版商: Springer
- 出版日期: 2018-07-06
- 售價: $4,130
- 貴賓價: 9.5 折 $3,924
- 語言: 英文
- 頁數: 187
- 裝訂: Hardcover
- ISBN: 3319905112
- ISBN-13: 9783319905112
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商品描述
These contributions, written by the foremost international researchers and practitioners of Genetic Programming (GP), explore the synergy between theoretical and empirical results on real-world problems, producing a comprehensive view of the state of the art in GP. Topics in this volume include: exploiting subprograms in genetic programming, schema frequencies in GP, Accessible AI, GP for Big Data, lexicase selection, symbolic regression techniques, co-evolution of GP and LCS, and applying ecological principles to GP. It also covers several chapters on best practices and lessons learned from hands-on experience. Readers will discover large-scale, real-world applications of GP to a variety of problem domains via in-depth presentations of the latest and most significant results.
商品描述(中文翻譯)
這些貢獻由國際頂尖的遺傳程式設計(Genetic Programming, GP)研究者和實務專家撰寫,探討了理論與實證結果在現實世界問題上的協同作用,提供了對於GP最新技術的全面觀點。本卷的主題包括:在遺傳程式設計中利用子程式、GP中的模式頻率、可接觸的人工智慧(Accessible AI)、遺傳程式設計在大數據中的應用、詞彙案例選擇(lexicase selection)、符號回歸技術、GP與LCS的共同演化,以及將生態原則應用於GP。它還涵蓋了幾個有關最佳實踐和從實務經驗中學到的教訓的章節。讀者將透過對最新和最重要結果的深入介紹,發現GP在各種問題領域的大規模現實應用。