Genetic Programming Theory and Practice XVI
暫譯: 遺傳程式設計理論與實務 XVI
Banzhaf, Wolfgang, Spector, Lee, Sheneman, Leigh
- 出版商: Springer
- 出版日期: 2019-02-04
- 售價: $5,910
- 貴賓價: 9.5 折 $5,615
- 語言: 英文
- 頁數: 234
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3030047342
- ISBN-13: 9783030047344
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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: evolving developmental programs for neural networks solving multiple problems, tangled program, transfer learning and outlier detection using GP, program search for machine learning pipelines in reinforcement learning, automatic programming with GP, new variants of GP, like SignalGP, variants of lexicase selection, and symbolic regression and classification techniques. The volume includes 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編程(Genetic Programming, GP)研究者和實踐者撰寫,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GP最新技術的全面視角。本卷的主題包括:為解決多個問題而演化的神經網絡發展程序、纏結程序、使用GP的轉移學習和異常檢測、強化學習中的機器學習管道程序搜索、使用GP的自動編程、新的GP變體,如SignalGP、字典案例選擇的變體,以及符號回歸和分類技術。本卷包含幾個關於最佳實踐和從實踐經驗中學到的教訓的章節。讀者將通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。