Intelligent Decision Support Systems

Sànchez-Marrè, Miquel

Intelligent Decision Support Systems
  • 出版商: Springer
  • 出版日期: 2023-03-30
  • 售價: $4,800
  • 貴賓價: 9.5 折 $4,560
  • 語言: 英文
  • 頁數: 806
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 3030877922
  • ISBN-13: 9783030877927

    • 海外代購書籍(需單獨結帳)

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商品描述

This book, with invaluable contributions of Professor Franz Wotawa in chapters 5 and 7, presents the potential use and implementation of intelligent techniques in decision making processes involved in organizations and companies. It provides a thorough analysis of decisions, reviewing the classical decision theory, and describing usual methods for modeling the decision process. It describes the chronological evolution of Decision Support Systems (DSS) from early Management Information Systems until the appearance of Intelligent Decision Support Systems (IDSS). It explains the most commonly used intelligent techniques, both data-driven and model-driven, and illustrates the use of knowledge models in Decision Support through case studies. The author pays special attention to the whole Data Science process, which provides intelligent data-driven models in IDSS. The book describes main uncertainty models used in Artificial Intelligence to model inexactness; covers recommender systems; and reviews available development tools for inducing data-driven models, for using model-driven methods and for aiding the development of Intelligent Decision Support Systems.

商品描述(中文翻譯)

這本書在第5章和第7章中，由Franz Wotawa教授做出了寶貴的貢獻，介紹了智能技術在組織和公司的決策過程中的潛在應用和實施。它對決策進行了全面的分析，回顧了經典的決策理論，並描述了常用的建模方法。它描述了決策支援系統（DSS）從早期的管理信息系統發展到智能決策支援系統（IDSS）出現的過程。它解釋了最常用的智能技術，包括數據驅動和模型驅動的技術，並通過案例研究說明了知識模型在決策支援中的應用。作者特別關注整個數據科學過程，該過程在IDSS中提供智能的數據驅動模型。該書描述了人工智能中用於建模不確定性的主要模型，涵蓋了推薦系統，並回顧了可用的開發工具，用於生成數據驅動模型，使用模型驅動方法以及幫助開發智能決策支援系統。

作者簡介

Miquel Sànchez-Marrè received a B.Sc. in Computer Science in 1988 and a M.Sc. in Computer Science in 1991 both from Barcelona School of Informatics (FIB), and a Ph.D. in Computer Science from Universitat Politècnica de Catalunya (UPC) in 1996. He is an Associate Professor in the Computer Science (CS) Dept. of UPC since 1997 (tenure). He is member of the Intelligent Data Science and Artificial Intelligence Research Centre (IDEAI-UPC). He received an Accesit of the Oms i De Prat 1991 Prize, for his Master's Thesis. He co-founded the spin-off company Sanejament Intel-ligent S.L. (SISLtech, 2003-2017), which received the Energy Excellence Award 2013, and the Bioenergy Silver Award 2012. He is a pioneer member of Catalan Association of Artificial Intelligence (ACIA) and in 1994-1998 was member of its board of directors. He is a Fellow of the International Environmental Modelling and Software Society (iEMSs) since 2005. He co-organized the first Environment and AI Workshop in Europe: Binding Environmental Sciences and Artificial Intelligence (BESAI 98) at ECAI conference in 1998, and mentioned for that as contributor to the "Timeline of Artificial Intelligence" in Wikipedia. He is member of Spanish Association for Artificial Intelligence (AEPIA) and a pioneer member of iEMSs and a board member of iEMSs, too. He is also a pioneer member of the MIDAS (Spanish Network on Data Mining and Learning) and ÁTICA (Spanish network on Advance and Transference of Applied Computational Intelligence), and he was the main coordinator of the ÁTICA network. His main research topics are Intelligent Decision Support Systems, Case-Based Reasoning, Machine Learning, Data Science, Recommender Systems, Knowledge Engineering, Integrated AI architectures, and AI applied to Environmental, Industrial and Health systems. He is author of 220 peer-reviewed publications, including 6 other books.

作者簡介(中文翻譯)

Miquel Sànchez-Marrè於1988年獲得巴塞隆納資訊學院（FIB）的計算機科學學士學位，並於1991年獲得計算機科學碩士學位，並於1996年從加泰隆尼亞理工大學（UPC）獲得計算機科學博士學位。自1997年起，他擔任UPC計算機科學系的副教授（終身職）。他是智能數據科學和人工智能研究中心（IDEAI-UPC）的成員。他因其碩士論文而獲得1991年Oms i De Prat獎的Accesit。他共同創辦了衍生公司Sanejament Intel-ligent S.L.（SISLtech，2003-2017），該公司於2013年獲得能源卓越獎和2012年生物能源銀獎。他是加泰羅尼亞人工智能協會（ACIA）的先驅成員，並在1994年至1998年期間擔任董事會成員。自2005年以來，他是國際環境建模和軟件學會（iEMSs）的會士。他共同組織了歐洲第一屆環境和人工智能研討會：環境科學與人工智能的結合（BESAI 98），並因此被提及為維基百科“人工智能時間軸”的貢獻者。他是西班牙人工智能協會（AEPIA）的成員，也是iEMSs的先驅成員和董事會成員。他還是MIDAS（西班牙數據挖掘和學習網絡）和ÁTICA（應用計算智能的先進和轉移的西班牙網絡）的先驅成員，並且他是ÁTICA網絡的主要協調人。他的主要研究方向包括智能決策支持系統、案例推理、機器學習、數據科學、推薦系統、知識工程、集成人工智能架構以及應用於環境、工業和健康系統的人工智能。他是220篇同行評審的出版物的作者，包括其他6本書。

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