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Frequent Pattern Mining
By Simon David Pratt
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A brief foray into frequent pattern mining. This project was used by
the author as a term project in COMP4106: Artificial Intelligence at
Carleton University in the Fall of 2012.
Implementations:
- [X] Apriori
- [X] FP-Growth
- [X] Eclat
The following datasets were retrieved from the FIMI dataset repository
[1] on December 6th, 2012:
- data/chess.dat
- data/connect.dat
- data/mushroom.dat
- data/pumsb.dat
- data/pumsb_star.dat
Resources used:
- [1]: http://fimi.ua.ac.be/data/
- http://www.borgelt.net/teach/fpm/slides.html
- Frequent pattern mining: current status and future directions,
Jiawei Han and Hong Cheng and Dong Xin and Xifeng Yan, 2007.
- Data Mining: Concepts and Techniques (Second Ed.)
Jiawei Han, 2006.