Data Mining: Module II: Clustering + others
|
Topic |
Link to slides |
Textbook chapters (2nd Edition) |
Suggested practice problems |
Read on your own (included for test) |
supplementary Reading (NOT included for test) |
| Document classification |
TF-IDF.pdf
(04/04/2021 ) |
cosine-similarity-tut.pdf |
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Clustering (partitional, hierarchical, and density) |
chap_8.pdf | chap 7 (except 7.2.6, 7.5) | 7.7.5, 7.7.6, 7.7.7, 7.7.9, 7.7.10, 7.7.16, 7.7.17,7.7.20 |
mining-survey.pdf a nice survey with applications |
|
|
K-NN classification |
knn.pdf | chap 4.3 | 4.14.12, 4.14.13 | ||
|
SVM |
chap_4.9.pdf (revised as of 10/14/2019) | Chap 4.9 | |||
| Module II summary | Test 2 details |