Hastie, Trevor, Tibshirani, Robert, Friedman, Jerome: The Elements of Statistical Learning, 2009. 2nd edition, Springer.
The book is not yet available in the bookstore but is available online at Springer or from Stanford
Preliminary syllabus
- Chapter 1: All
- Chapter 2: All
- Chapter 3: 3.1-3.6, except 3.2.3 and 3.2.4.
- Chapter 4: All except 4.5.2
- Chapter 5: 5.1, 5.2, 5.4 (only until eq 5.17), 5.5, 5.6
- Chapter 7: 7.1-7.7, 7.10, 7.11
- Chapter 9: 9.1,9.2.1, 9.2.2, 9.2.3
- Chapter 11: 11.1, 11.2, 11.3
All given exercises ,