Principles of data mining

• Main Author: Hand, D. J. 1950-
• Other Authors: Mannila, Heikki, Smyth, Padhraic
• Format: eBook
• Language: English
• Published: Cambridge, Mass. : MIT Press, 2001.
• Series: Adaptive computation and machine learning.
• Subjects: Data mining.; elektronické knihy; electronic books
• ISBN: 9780262256308
• Physical Description: 1 online zdroj (xxxii, 546 p.)

Table of Contents:

• 1. Introduction
• 2. Measurement and data
• 3. Visualizing and exploring data
• 4. Data analysis and uncertainty
• 5. A systematic overview of data mining algorithms
• 6. Models and patterns
• 7. Score functions for data mining algorithms
• 8. Search and optimization methods
• 9. Descriptive modeling
• 10. Predictive modeling for classification
• 11. Predictive modeling for regression
• 12. Data organization and databases
• 13. Finding patterns and rule
• 14. Retrieval by content.