Module III: Association Rules
|
Topic |
Link to slides |
Textbook chapters (2nd Edition) |
Suggested practice problems |
Read on your own (included for test) |
supplementary Reading (NOT included for test) |
| AIS, SETM, Apriori, and AprioriTID | apriori.pdf | 5.1 to 5.5 | 5.10.1, 5.10.2, 5.10.6, 5.10.7, 5.10.8, 5.10.9,5.10.10, 5.10.11 |
AIS93 SETM94 Apriori94 |
|
| Partition Algorithm | partition.pdf | vldb95 |
assoc-survey top-10-mining-algos |
||
| Database Mining of Association Rules | database-mining.pdf |
Mishra2002 (whatever was covered in the class) |
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| FP-Tree | fp-tree.pdf | 5.6 | draw FP-tree for fig 5.22 and derive freq itesets with minsup 30% | sigkdd00 | |
| Outliers discussion | chap10.pdf | 9.1. 9.2, 9.4, 9.5 | graph-anamoly-detection-survey.pdf |