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Data mining concepts and techniques

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Equips you with an understanding and application of the theory and practice of discovering patterns hidden in large data sets. This title focuses on important topics in the field: data warehouses and data cube technology, mining stream, mining social networks, and mining spatial, multimedia and othe...

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Bibliographic Details
Main Author: Han, Jiawei
Other Authors: Kamber, Micheline, Pei, Jian
Format: Book
Language:English
Published: Amsterdam ; Boston, MA Morgan Kaufmann c2012
Edition:3rd ed.
Subjects:
Data mining
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Table of Contents:
  • 1. Introduction
  • 2. Getting to Know Your Data
  • 3. Data Preprocessing
  • 4. Data Warehousing and Online Analytical Processing
  • 5. Data Cube Technology
  • 6. Mining Frequent Patterns, Associations, and Correlations: Basic Concepts and Methods
  • 7. Advanced Pattern Mining
  • 8. Classification: Basic Concepts
  • 9. Classification: Advanced Methods
  • 10. Cluster Analysis: Basic Concepts and Methods
  • 11. Advanced Cluster Analysis
  • 12. Outlier Detection
  • 13. Data Mining Trends and Research Frontiers

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