CmpE 463 Data Mining
Instructor: Ethem ALPAYDIN, alpaydin AT boun DOT edu DOT tr
TA: Mehmet GONEN, gonen AT boun DOT edu DOT tr
- E ALPAYDIN. Introduction to Machine Learning, The MIT Press, 2004. One copy is on reserve at the Library.
- J HAN, M KAMBER. Data Mining: Concepts and Techniques, Morgan Kauffmann, 2001.
- I WITTEN, E FRANK. Data Mining: Practical Machine Learning Tools and Techniques, 2nd Edition, Morgan Kauffman, 2004.
- Supervised Learning
- Bayesian Decision Theory
- Nonparametric Methods
- Decision Trees
- Neural Networks
- Model Assessment and Comparison
- Data Preprocessing
- Data Warehouses and Data Mining
Homeworks require using Matlab or Weka.
1 Project 0.30
1 Final 0.30
Last modified on Feb 19, 2007.