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Data Mining: The Textbook

Data Mining: The Textbook

Interesting Research Book in Data Mining: The Textbook

Author(s) Name:  Aggarwal, Charu C

About the Book:

   This textbook explores the different aspects of data mining from the fundamentals to the complex data types and their applications, capturing the wide diversity of problem domains for data mining issues. It goes beyond the traditional focus on data mining problems to introduce advanced data types such as text, time series, discrete sequences, spatial data, graph data, and social networks. Until now, no single book has addressed all these topics in a comprehensive and integrated way.

Table of Contents

  • An Introduction to Data Mining
  • Data Preparation
  • Similarity and Distances
  • Association Pattern Mining
  • Association Pattern Mining: Advanced Concepts
  • Cluster Analysis
  • Cluster Analysis: Advanced Concepts
  • Outlier Analysis
  • Outlier Analysis: Advanced Concepts
  • Data Classification
  • Data Classification: Advanced Concepts
  • Mining Data Streams
  • Mining Spatial Data
  • Privacy-Preserving Data Mining
  • ISBN:  9783319141428

    Publisher:  Springer International Publishing

    Year of Publication:  2015

    Book Link:  Home Page Url