Introduction to Data Mining Author:Pang-ning Tan, Michael Steinbach, Vipin Kumar Introduction to Data Mining is a complete introduction to data mining for students, researchers, and professionals. It provides a sound understanding of the foundations of data mining, in addition to covering many important advanced topics. — Covers core data mining topics such as — - Pre- and post-processing — - Data exploration, including visuali... more »zation and OLAP
- Predictive modeling
- Association analysis
- Clustering
- Anomaly detection
Contains extensive figures and integrated examples.
Requires a minimal mathematical background.
Includes exercise solutions, links to data mining resources (e.g., data mining algorithms and data sets), and lecture slides.« less