Mining Frequent Patterns without Candidate Generation
Summary: Proposes FP-tree, a compact prefix-tree that compresses frequent-pattern data and eliminates candidate generation. FP-growth mines all patterns via pattern fragment growth and divide-and-conquer on conditional databases, cutting scans and outperforming Apriori by roughly tenfold. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Jiawei Han (Simon Fraser University)
- 2. Jian Pei (Simon Fraser University)
- 3. Yiwen Yin (Simon Fraser University)
BibTeX Citation
@inproceedings{han_sigmod00,
title = {{Mining Frequent Patterns without Candidate Generation}},
author = {Han, Jiawei and Pei, Jian and Yin, Yiwen},
series = {{SIGMOD} '00},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/342009.335372},
url = {https://dl.acm.org/doi/10.1145/342009.335372},
year = {2000}
}Incoming Citations (Sorted by Pagerank)
Showing 50 of 64 citing papers.
Outgoing Citations (Sorted by Pagerank)
Showing 8 of 8 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 29 | Fast Algorithms for Mining Association Rules | 1994 | VLDB | 0.0005121339 |
| 250 | An Effective Hash-Based Algorithm for Mining Association Rules | 1995 | SIGMOD | 0.00023156569 |
| 573 | An Efficient Algorithm for Mining Association Rules in Large Databases | 1995 | VLDB | 0.00016173338 |
| 731 | Beyond Market Baskets: Generalizing Association Rules to Correlations | 1997 | SIGMOD | 0.00014394521 |
| 912 | Efficiently Mining Long Patterns from Databases | 1998 | SIGMOD | 0.00013115246 |
| 1,006 | Integrating Association Rule Mining with Relational Database Systems: Alternatives and Implications | 1998 | SIGMOD | 0.00012573124 |
| 1,561 | Exploratory Mining and Pruning Optimizations of Constrained Association Rules | 1998 | SIGMOD | 0.00010240418 |
| 1,653 | Scalable Techniques for Mining Causal Structures | 1998 | VLDB | 9.9741266e-05 |
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