Predictive analytics and data mining : oncepts and practice with RapdiMiner /
Vijay Kotu and Bala Deshpande
- Amsterdam : Elsevier Science, c2015
- xix, 425 pages : illustrations ; 24 cm.
Includes index.
Chapter 1. Introduction -- Chapter 2. Data mining process -- Chapter 3. Data exploration -- Chapter 4. Classification -- Chapter 5. Regression methods -- Chapter 6. Association analysis -- Chapter 7. Clustering -- Chapter 8. Model evaluation -- Chapter 9. Text mining -- Chapter 10 : Time series forecasting -- Chapter 11. Anomaly detection -- Chapter 12. Feature selection -- Chapter 13. Getting started with Rapid Miner.
This book aims to provide a comprehensive overview of data mining techniques to uncover patterns and predict outcomes.