Data Mining Concepts and Techniques

Provides the concepts and techniques in processing gathered data or information, which will be used in various applications. Specifically, it explains data mining and the tools used in discovering knowledge from the collected data. This book is referred as the knowledge discovery from data (KDD). It...

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Bibliographic Details
Main Authors: Han, Jiawei (Author), Kamber, Micheline (Author), Jian, Pei (Author)
Format: Book
Language:English
Published: San Francisco Morgan Kaufmann 2012
Edition:Third Edition
Series:Morgan Kaufmann series in data management systems.
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Table of Contents:
  • Introduction
  • Getting to know your data
  • Data processing
  • Data warehousing and online analytical processing
  • Data cube technology
  • Mining frequent patterns, associations, and correlations : basic concepts and methods
  • Advanced pattern mining
  • Classification : basic concepts
  • Classification : advanced methods
  • Cluster analysis : basic concepts and methods
  • Advanced cluster analysis
  • Outlier detection
  • Data mining trends and research frontiers.