Optimization of Frequent Itemset Mining on Multiple-Core Processor
Summary: Proposes a cache-conscious FP-array and lock-free tiling to boost data locality and reduce synchronization in FP-tree mining on multicore CPUs. Shows up to 4.0x speedup over prior work and 24x on 8-core machines, indicating broad applicability of these multicore optimizations to other data-mining tasks. (summarized by gpt-5-nano on Feb 09 2026)
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Authors
- 1. Li Liu
- 2. Eric Li
- 3. Yimin Zhang
- 4. Zhizhong Tang
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 13 | Mining Association Rules between Sets of Items in Large Databases | 1993 | SIGMOD | 0.0010863639 |
| 36 | Fast Algorithms for Mining Association Rules | 1994 | VLDB | 0.00076114894 |
| 117 | An Effective Hash-Based Algorithm for Mining Association Rules | 1995 | SIGMOD | 0.00045914132 |
| 182 | Mining Frequent Patterns without Candidate Generation | 2000 | SIGMOD | 0.00036955562 |
| 546 | An Efficient Algorithm for Mining Association Rules in Large Databases | 1995 | VLDB | 0.00020410312 |
| 735 | Beyond Market Baskets: Generalizing Association Rules to Correlations | 1997 | SIGMOD | 0.00017417893 |
| 1,604 | Scalable Techniques for Mining Causal Structures | 1998 | VLDB | 0.00011181856 |
| 3,627 | Cache-conscious Frequent Pattern Mining on a Modern Processor | 2005 | VLDB | 6.900129e-05 |
| 5,226 | Improving Database Performance on Simultaneous Multithreading Processors | 2005 | VLDB | 5.6164816e-05 |
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