Computational Intelligence: A Methodological Introduction
暫譯: 計算智慧：方法論導論

Kruse, Rudolf, Mostaghim, Sanaz, Borgelt, Christian

Computational Intelligence: A Methodological Introduction
  • 出版商: Springer
  • 出版日期: 2022-03-29
  • 售價: $4,130
  • 貴賓價: 9.5 折 $3,924
  • 語言: 英文
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 3030422267
  • ISBN-13: 9783030422264

    • 海外代購書籍(需單獨結帳)

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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 third edition has been fully revised and expanded with new content on deep learning, scalarization methods, large-scale optimization algorithms, and collective decision-making algorithms.

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)

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。本增強版第三版已全面修訂並擴充，新增了有關深度學習、標量化方法、大規模優化演算法和集體決策演算法的內容。

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路、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。

作者簡介

Dr. Rudolf Kruse is the former leader of the Computational Intelligence Research Group - and now Emeritus Professor - of the Department of Computer Science at the University of Magdeburg, Germany. Dr. Sanaz Mostaghim is a full Professor of Computer Science, Dr. Andreas Nürnberger is a full Professor of Data and Knowledge Engineering, and Dr. Christian Braune a Research Assistant at the same institution. Dr. Christian Borgelt is a Professor of Data Science at the Paris Lodron University of Salzburg, Austria. Dr. Matthias Steinbrecher is a Development Architect at SAP SE, Potsdam, Germany.

作者簡介(中文翻譯)

魯道夫·克魯斯博士是德國馬格德堡大學計算機科學系計算智能研究小組的前領導者，現為名譽教授。薩納茲·莫斯塔基姆博士是計算機科學的正教授，安德烈亞斯·紐倫伯格博士是數據與知識工程的正教授，克里斯蒂安·布勞內博士則是該機構的研究助理。克里斯蒂安·博爾格特博士是奧地利薩爾茨堡巴黎洛德龍大學的數據科學教授。馬提亞斯·施泰因布雷赫博士是德國波茨坦SAP SE的開發架構師。

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