Machine learning for data streams with practical examples in MOA / [electronic resource] :

• 作者： Bifet, Albert, author.
• 其他作者：
  • Gavalda, Ricard, 1964- author.
  • Holmes, Geoffrey, author.
  • Pfahringer, Bernhard, author.
  • M.I.T. Press, publisher.
• 其他題名：
  • Adaptive computation and machine learning.
• 出版： [Piscataqay, New Jersey] : IEEE Xplore
• 叢書名： Adaptive computation and machine learning
• 主題： Database management. , Neural networks (Computer science) , Machine learning. , Electronic books.
• ISBN： 9780262346054 (electronic bk.) 、 9780262346047 (electronic bk.) 、 0262346044 (electronic bk.)
• FIND@SFXID: CGU
• 資料類型: 電子書
• 內容註: Includes bibliographical references and index. Intro; Contents; List of Figures; List of Tables; Preface; I INTRODUCTION; 1 Introduction; 2 Big Data Stream Mining; 3 Hands-on Introduction to MOA; II STREAM MINING; 4 Streams and Sketches; 5 Dealing with Change; 6 Classification; 7 Ensemble Methods; 8 Regression; 9 Clustering; 10 Frequent Pattern Mining; III THE MOA SOFTWARE; 11 Introduction to MOA and Its Ecosystem; 12 The Graphical User Interface; 13 Using the Command Line; 14 Using the API; 15 Developing New Methods in MOA; Bibliography; Index
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• 摘要註: A hands-on approach to tasks and techniques in data stream mining and real-time analytics, with examples in MOA, a popular freely available open-source software framework.
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