Book 2015

Data Mining

The Textbook

Authors:

ISBN: 978-3-319-14141-1 (Print) 978-3-319-14142-8 (Online)

Table of contents (20 chapters)

  1. Front Matter

    Pages i-xxix

  2. No Access

    Chapter

    Pages 1-26

    An Introduction to Data Mining

  3. No Access

    Chapter

    Pages 27-62

    Data Preparation

  4. No Access

    Chapter

    Pages 63-91

    Similarity and Distances

  5. No Access

    Chapter

    Pages 93-133

    Association Pattern Mining

  6. No Access

    Chapter

    Pages 135-152

    Association Pattern Mining: Advanced Concepts

  7. No Access

    Chapter

    Pages 153-204

    Cluster Analysis

  8. No Access

    Chapter

    Pages 205-236

    Cluster Analysis: Advanced Concepts

  9. No Access

    Chapter

    Pages 237-263

    Outlier Analysis

  10. No Access

    Chapter

    Pages 265-283

    Outlier Analysis: Advanced Concepts

  11. No Access

    Chapter

    Pages 285-344

    Data Classification

  12. No Access

    Chapter

    Pages 345-387

    Data Classification: Advanced Concepts

  13. No Access

    Chapter

    Pages 389-427

    Mining Data Streams

  14. No Access

    Chapter

    Pages 429-455

    Mining Text Data

  15. No Access

    Chapter

    Pages 457-491

    Mining Time Series Data

  16. No Access

    Chapter

    Pages 493-529

    Mining Discrete Sequences

  17. No Access

    Chapter

    Pages 531-555

    Mining Spatial Data

  18. No Access

    Chapter

    Pages 557-587

    Mining Graph Data

  19. No Access

    Chapter

    Pages 589-617

    Mining Web Data

  20. No Access

    Chapter

    Pages 619-661

    Social Network Analysis

  21. No Access

    Chapter

    Pages 663-693

    Privacy-Preserving Data Mining

  22. Back Matter

    Pages 695-734