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Towards Rare Itemset Mining
| Content Provider | Hyper Articles en Ligne (HAL) |
|---|---|
| Author | Szathmary, Laszlo Napoli, Amedeo Valtchev, Petko |
| Copyright Year | 2007 |
| Abstract | We describe here a general approach for rare itemset mining. While mining literature has been almost exclusively focused on frequent itemsets, in many practical situations rare ones are of higher interest (e.g., in medical databases, rare combinations of symptoms might provide useful insights for the physicians). Based on an examination of the relevant substructures of the mining space, our approach splits the rare itemset mining task into two steps, i.e., frequent itemset part traversal and rare itemset listing. We propose two algorithms for step one, a naive and an optimized one, respectively, and another algorithm for step two. We also provide some empirical evidence about the performance gains due to the optimized traversal. |
| Related Links | https://inria.hal.science/inria-00189424/file/szathmary-ictai07.pdf |
| Volume Number | 1 |
| Conference Proceedings | 19th IEEE International Conference on Tools with Artificial Intelligence (ICTAI '07) |
| Language | English |
| Publisher | HAL CCSD |
| Publisher Date | 2007-01-01 |
| Access Restriction | Open |
| Subject Keyword | rare itemsets itemset extraction rare item problem |
| Content Type | Text |
| Resource Type | Conference Proceedings |
| Subject | Computer Science |
