Optimization of Frequent Itemset Mining on Multiple-Core Processor

Summary: Re-engineers FP-tree frequent-itemset mining for multicore hardware, addressing locality and limited parallelism with a cache-conscious FP-array and lock-free dataset tiling. Achieves 4× over the state of the art and 24× on 8 cores. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID: 9728
Venue: VLDB
Year: 2007
Pagerank: 5.093636e-05
Overall Rank: 12,656 | 13.17%
DOI: -

Incoming Non-self Citations Over Time

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Authors

1. Li Liu (Intel China Research Center; Tsinghua University)
2. Eric Li (Intel China Research Center)
3. Yimin Zhang (Intel China Research Center)
4. Zhizhong Tang (Tsinghua University)

BibTeX Citation

@article{liu_vldb07,
        title = {{Optimization of Frequent Itemset Mining on Multiple-Core Processor}},
        author = {Liu, Li and Li, Eric and Zhang, Yimin and Tang, Zhizhong},
        journal = {PVLDB},
        series = {{VLDB} '07},
        pages = {1275--1286},
        year = {2007}
}

Incoming Citations (Sorted by Pagerank)

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Rank	Citing Paper	Year	Venue	Pagerank

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	0.0006567919
27	Fast Algorithms for Mining Association Rules	1994	VLDB	0.00052255472
161	Mining Frequent Patterns without Candidate Generation	2000	SIGMOD	0.00027981772
240	An Effective Hash-Based Algorithm for Mining Association Rules	1995	SIGMOD	0.0002366381
558	An Efficient Algorithm for Mining Association Rules in Large Databases	1995	VLDB	0.00016530269
711	Beyond Market Baskets: Generalizing Association Rules to Correlations	1997	SIGMOD	0.00014713746
1,626	Scalable Techniques for Mining Causal Structures	1998	VLDB	0.00010190299
3,969	Cache-conscious Frequent Pattern Mining on a Modern Processor	2005	VLDB	6.9837297e-05
4,772	Improving Database Performance on Simultaneous Multithreading Processors	2005	VLDB	6.5154736e-05

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