Computational Intelligence: A Methodological Introduction

Kruse, Rudolf, Mostaghim, Sanaz, Borgelt, Christian

Computational Intelligence: A Methodological Introduction
  • 出版商: Springer
  • 出版日期: 2023-03-30
  • 售價: $2,760
  • 貴賓價: 9.5 折 $2,622
  • 語言: 英文
  • 頁數: 639
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 3030422291
  • ISBN-13: 9783030422295
  • 相關分類: 人工智慧、DeepLearning、Algorithms-data-structures

    • 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 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)

這本教科書提供了一個清晰且邏輯的介紹，涵蓋了在複雜環境中展現智能行為的系統開發所需的基本概念、演算法和實際實現。這本增強版的第三版已經完全修訂和擴充，新增了關於深度學習、標量化方法、大規模優化演算法和集體決策演算法的內容。

特點：提供相關網站上的補充資料；在整本書中包含了許多經過課堂測試的例子和定義；提供了成功應用計算智能方法所需的有用見解；解釋了支持常見問題解決方案的理論背景；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，包括螞蟻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 and Dr. Christian Braune is a Senior Lecturer 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)

Dr. Rudolf Kruse是德國馬格德堡大學計算智能研究小組的前領導者，現任該校計算機科學系的名譽教授。Dr. Sanaz Mostaghim是該校計算機科學系的正教授，而Dr. Christian Braune則是該校的高級講師。此外，Dr. Christian Borgelt是奧地利薩爾茨堡巴黎洛德隆大學的數據科學教授，而Dr. Matthias Steinbrecher則是德國Potsdam的SAP SE公司的開發架構師。

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