Discovering knowledge in data : an introduction to data mining
Main Author: | |
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Format: | Book |
Language: | English |
Published: |
Hoboken N.J :
WileyInterscience ,
c2005
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Subjects: |
Table of Contents:
- 1. Introduction to data mining
- 2. Data preprocessing
- 3. Exploratory data analysis
- 4. Statistical approaches to estimation and prediction
- 5. k-Nearest neighbor algorithm
- 6. Decision trees
- 7. Neural networks
- 8. Hierarchical and k-means clustering
- 9. Kohonen networks
- 10. Association rules
- 11. Model evaluation techniques