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The Handbook of Data Mining

The Handbook of Data Mining

Great Research Book in The Handbook of Data Mining

Author(s) Name:  Nong Ye

About the Book:

   The Handbook of Data Mining presents comprehensive coverage of data mining concepts and techniques. Algorithms, methodologies, management issues, and tools are all illustrated through engaging examples and real-world applications to ease understanding of the materials.
   This book is organized into three parts. Part I presents various data mining methodologies, concepts, and available software tools for each methodology. Part II addresses various issues typically faced in the management of data mining projects and tips on how to maximize outcome utility. Part III features numerous real-world applications of these techniques in a variety of areas, including human performance, geospatial, bioinformatics, on- and off-line customer transaction activity, security-related computer audits, network traffic, text and image, and manufacturing quality.
   This Handbook is ideal for researchers and developers who want to use data mining techniques to derive scientific inferences where extensive data is available in scattered reports and publications. It is also an excellent resource for graduate-level courses on data mining and decision and expert systems methodology.

Table of Contents

  • Methodologies of Data Mining
  • Decision Trees
  • Association Rules
  • Artificial Neural Network Models for Data Mining
  • Statistical Analysis of Normal and Abnormal Data
  • Hidden Markov Processes and Sequential Pattern Mining
  • Principal Components and Factor Analysis
  • Management of Data Mining
  • Applications of Data Mining
  • Mining Human Performance Data
  • Mining Customer Relationship Management (CRM) Data
  • ISBN:  9780805840810

    Publisher:  CRC Press

    Year of Publication:  2003

    Book Link:  Home Page Url