Analytics, Data Science, & Artificial Intelligence: Systems for Decision Support (11版)

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Analytics, Data Science, & Artificial Intelligence: Systems for Decision Support 作 / 譯 者 ： Ramesh Sharda,Dursun Delen,Efraim Turban I S B N - 13 ： 9781292341552 I S B N - 類 別： 決策支援系統 版 次： 11 版 年 份： 2021 規 格： 831 頁 出 版 商： Pearson Education 內容簡介 　　For courses in decision support systems, computerized decision-making tools, and management support systems. 　　Market-leading guide to modern analytics, for better business decisions 　　Analytics, Data Science, & Artificial Intelligence: Systems for Decision Support is the most comprehensive introduction to technologies collectively called analytics (or business analytics) and the fundamental methods, techniques, and software used to design and develop these systems. Students gain inspiration from examples of organizations that have employed analytics to make decisions, while leveraging the resources of a companion website. With six new chapters, the 11th edition marks a major reorganization reflecting a new focus - analytics and its enabling technologies, including AI, machine-learning, robotics, chatbots, and IoT. 目錄 PART I: INTRODUCTION TO ANALYTICS AND AI Ch 1 Overview of Business Intelligence, Analytics, Data Science, and Artificial Intelligence: Systems for Decision Support Ch 2 Artificial Intelligence: Concepts, Drivers, Major Technologies, and Business Applications Ch 3 Nature of Data, Statistical Modeling, and Visualization PART II: PREDICTIVE ANALYTICS/MACHINE LEARNING Ch 4 Data Mining Process, Methods, and Applications Ch 5 Machine-Learning Techniques for Predictive Analytics Ch 6 Deep Learning and Cognitive Computing Ch 7 Text Mining, Sentiment Analysis, and Social Analytics PART III: PRESCRIPTIVE ANALYTICS AND BIG DATA Ch 8 Prescriptive Analytics: Optimization and Simulation Ch 9 Big Data, Cloud Computing, and Location Analytics: Concepts and Tools PART IV: ROBOTICS, SOCIAL NETWORKS, AI, AND IoT Ch10 Robotics: Industrial and Consumer Applications Ch11 Group Decision Making, Collaborative Systems, and AI Support Ch12 Knowledge Systems: Expert Systems, Recommenders, Chatbots, Virtual Personal Assistants, and Robo Advisors Ch13 The Internet of Things As a Platform for Intelligent Applications PART V: CAVEATS OF ANALYTICS AND AI Ch14 Implementation Issues: From Ethics and Privacy to Organizational and Societal Impacts