Discovering knowledge in data : an introduction to data mining

Bibliographic Details
Main Author: Larose, Daniel T. (Author)
Format: Book
Language:English
Published: Hoboken N.J : WileyInterscience , c2005
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