Analytics, data science, & artificial intelligence : systems for decision support

書誌事項

Analytics, data science, & artificial intelligence : systems for decision support

Ramesh Sharda, Dursun Delen, Efraim Turban

Pearson, c2020

11th ed

タイトル別名

Analytics, data science, and artificial intelligence : systems for decision support

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注記

Includes bibliographical references and index

内容説明・目次

内容説明

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.

目次

PART I: INTRODUCTION TO ANALYTICS AND AI An Overview of Business Analytics, Decision Support Systems, Business Intelligence, Data Science, and Artificial Intelligence Artificial Intelligence: Concepts, Drivers, Major Technologies, and Business Applications Nature of Data, Statistical Modeling, and Visualization PART II: PREDICTIVE ANALYTICS AND MACHINE LEARNING Data Mining Process, Methods, and Applications Machine learning Techniques for Predictive Analytics Deep Learning and Cognitive Computing Text Mining, Sentiment Analysis, and Social Analytics PART III: PRESCRIPTIVE ANALYTICS AND BIG DATA Prescriptive Analytics with Optimization and Simulation Big Data, Location Analytics, and Cloud Computing PART IV: ROBOTICS, SOCIAL NETWORKS, AI, AND IoT Robotics: Industrial and Consumer Applications Group Decision Making, Collaborative Systems, and AI Support Knowledge Systems: Expert Systems, Recommenders, Chatbots, Virtual Personal Assistants, and Robo Advisors The Internet of Things As a Platform for Intelligent Applications PART V: CAVEATS OF ANALYTICS AND AI Implementation Issues: From Ethics and Privacy to Organizational and Societal Impacts

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