Computational Intelligence: A Methodological Introduction (Texts in Computer Science)2/e
暫譯: 計算智慧：方法論導論（計算機科學文本）第二版
Rudolf Kruse, Christian Borgelt, Christian Braune, Sanaz Mostaghim, Matthias Steinbrecher
- 出版商: Springer
- 出版日期: 2016-09-26
- 售價: $3,520
- 貴賓價: 9.5 折 $3,344
- 語言: 英文
- 頁數: 564
- 裝訂: Hardcover
- ISBN: 1447172949
- ISBN-13: 9781447172949
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相關分類:
Computer-Science
海外代購書籍(需單獨結帳)
商品描述
This textbook provides a clear and logical introduction to the field, covering the fundamental concepts, algorithms and practical implementations behind efforts to develop systems that exhibit intelligent behavior in complex environments. This enhanced second edition has been fully revised and expanded with new content on swarm intelligence, deep learning, fuzzy data analysis, and discrete decision graphs.
Features: provides supplementary material at an associated website; contains numerous classroom-tested examples and definitions throughout the text; presents useful insights into all that is necessary for the successful application of computational intelligence methods; explains the theoretical background underpinning proposed solutions to common problems; discusses in great detail the classical areas of artificial neural networks, fuzzy systems and evolutionary algorithms; reviews the latest developments in the field, covering such topics as ant colony optimization and probabilistic graphical models.
商品描述(中文翻譯)
這本教科書清晰且合邏輯地介紹了該領域，涵蓋了在複雜環境中開發展現智能行為系統的基本概念、演算法和實際實現。這個增強版的第二版已全面修訂並擴充，新增了有關群體智慧、深度學習、模糊數據分析和離散決策圖的新內容。
特色：提供與之相關的網站上的補充材料；文本中包含大量經過課堂測試的範例和定義；對成功應用計算智能方法所需的所有內容提供有用的見解；解釋了支撐提出的解決方案的理論背景，以應對常見問題；詳細討論了人工神經網絡、模糊系統和進化演算法等經典領域；回顧了該領域的最新發展，涵蓋了如蟻群優化和概率圖模型等主題。
