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Introduction To Data Mining by Tan, Pang-Ning

ISBN: 9780321321367 PUBLISHER: Addison Wesley FORMAT: Hardback PAGES: 769 PUBLICATION DATE: 21.12.2011

DESCRIPTION: Introduction to Data Mining presents fundamental concepts and algorithms for those learning data mining for the first time. Each concept is explored thoroughly and supported with numerous examples. The text requires only a modest background in mathematics. Material from related fields such as statistics and linear algebra, is integrated directly into the text. Each major topic is organized into two chapters, beginning with basic concepts that provide necessary background for understanding each data mining technique, followed by more advanced concepts and algorithms. Theoretical and practical coverage of all data mining topics Large number of integrated examples and figures Instructor Resources including solutions for most exercises and complete set of lecture slides (PowerPoint format). Minimal prerequisites-assume only a modest statistics or mathematics background, and no database knowledge is needed Predictive modeling Association analysis Clustering Anomaly detection Visualization

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