Lecture | 1st hour | 2nd hour | Material/chapter generally: R & N (chapter+page numbers as in 1st edition) plus lecture slides |
1 | Planning (LS) | idem | Ch. 11-13, pp. 337-412 Planning + slides |
2 | Knowledge-based symbolic methods | Example geometric modelling & matching (MB) | Ch. 19.6, pp. 588-597, Ch. 21, pp. 625-648 Bayes & knowledge + slides 1,2 |
3 | Static symbolic methods (LS) | Example spamfilter(MB) Computational Learning Theory (MB) |
Ch. 17, pp. 498-522 Making complex decisions, + POMPD slides Game of Hearts |
4 | Heterogenous-Information-Integration | Example writer identification | PPT slides on Borda rank combination |
5 | Decision trees | Assignment | Ch. 18.3 pp. 531-544 Learning Decision Trees + article |
6 | Grammar Induction | Articles | Ch. 22, pp. 651-690 + artikel Guyon |
7 | Misc. Topics | Hidden Markov models (MB) | Rabiner
paper pp.257-266 (until and not including "Types of HMMs") HMM slides |
jan | (exam) |