Multicriteria Decision Aid and Artificial Intelligence: Links, Theory and Applications (Hardcover)
暫譯: 多準則決策輔助與人工智慧:連結、理論與應用(精裝版)

Michael Doumpos, Evangelos Grigoroudis

  • 出版商: Wiley
  • 出版日期: 2013-04-22
  • 定價: $3,500
  • 售價: 9.5$3,325
  • 語言: 英文
  • 頁數: 368
  • 裝訂: Hardcover
  • ISBN: 1119976391
  • ISBN-13: 9781119976394
  • 相關分類: 人工智慧
  • 立即出貨 (庫存=1)

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商品描述

Presents recent advances in both models and systems for intelligent decision making.

Organisations often face complex decisions requiring the assessment of large amounts of data. In recent years Multicriteria Decision Aid (MCDA) and Artificial Intelligence (AI) techniques have been applied with considerable success to support decision making in a wide range of complex real-world problems.

The integration of MCDA and AI provides new capabilities relating to the structuring of complex decision problems in static and distributed environments. These include the handling of massive data sets, the modelling of ill-structured information, the construction of advanced decision models, and the development of efficient computational optimization algorithms for problem solving. This book covers a rich set of topics, including intelligent decision support technologies, data mining models for decision making, evidential reasoning, evolutionary multiobjective optimization, fuzzy modelling, as well as applications in management and engineering.

Multicriteria Decision Aid and Artificial Intelligence:

  • Covers all of the recent advances in intelligent decision making.
  • Includes a presentation of hybrid models and algorithms for preference modelling and optimisation problems.
  • Provides illustrations of new intelligent technologies and architectures for decision making in static and distributed environments.
  • Explores the general topics on preference modelling and learning, along with the coverage of the main techniques and methodologies and applications.
  • Is written by experts in the field.
This book provides an excellent reference tool for the increasing number of researchers and practitioners interested in the integration of MCDA and AI for the development of effective hybrid decision support methodologies and systems. Academics and post-graduate students in the fields of operational research, artificial intelligence and management science or decision analysis will also find this book beneficial.

商品描述(中文翻譯)

本書介紹了智能決策模型和系統的最新進展。

組織經常面臨需要評估大量數據的複雜決策。近年來,多準則決策輔助(Multicriteria Decision Aid, MCDA)和人工智慧(Artificial Intelligence, AI)技術已成功應用於支持各種複雜現實問題的決策。

MCDA和AI的整合提供了在靜態和分散環境中結構化複雜決策問題的新能力。這些能力包括處理大量數據集、建模不良結構的信息、構建先進的決策模型,以及開發高效的計算優化算法以解決問題。本書涵蓋了一系列豐富的主題,包括智能決策支持技術、用於決策的數據挖掘模型、證據推理、進化多目標優化、模糊建模,以及在管理和工程中的應用。

《多準則決策輔助與人工智慧》:

- 涵蓋了智能決策的所有最新進展。
- 包括對偏好建模和優化問題的混合模型和算法的介紹。
- 提供靜態和分散環境中決策的新智能技術和架構的插圖。
- 探討了偏好建模和學習的一般主題,並涵蓋了主要技術、方法論和應用。
- 由該領域的專家撰寫。

本書為越來越多對MCDA和AI整合以開發有效的混合決策支持方法和系統的研究者和實務工作者提供了優秀的參考工具。運營研究、人工智慧、管理科學或決策分析領域的學者和研究生也會發現本書的價值。