PARAS: A Parameter Space Framework for Online Association Mining

Summary: PARAS is a parameter-space framework for online association rule mining that keeps final rule sets compact with stable-region abstractions over coarse-grained spaces. It exploits rule redundancy to support near real-time query-time resolution for three exploratory queries via the PSpace index, with 2–5 orders of magnitude speedups. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: hd3d4fbb8c80619c9
Venue: VLDB
Year: 2013
Pagerank: 5.2703299e-05
Overall Rank: 8,817 | 40.72%
DOI: 10.14778/2535569.2448953

Incoming Non-self Citations Over Time

Authors

1. Xika Lin (Worcester Polytechnic Institute)
2. Abhishek Mukherji (Worcester Polytechnic Institute)
3. Elke A. Rundensteiner (Worcester Polytechnic Institute)
4. Carolina Ruiz (Worcester Polytechnic Institute)
5. Matthew O. Ward (Worcester Polytechnic Institute)

BibTeX Citation

@article{lin_vldb13,
        title = {{PARAS: A Parameter Space Framework for Online Association Mining}},
        author = {Lin, Xika and Mukherji, Abhishek and Rundensteiner, Elke A. and Ruiz, Carolina and Ward, Matthew O.},
        journal = {PVLDB},
        series = {{VLDB} '13},
        volume = {6},
        number = {3},
        doi = {10.14778/2535569.2448953},
        url = {https://doi.org/10.14778/2535569.2448953},
        year = {2013}
}

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
3,178	Toward Computational Fact-Checking	2014	VLDB	7.5655186e-05
12,486	SPIRE: Supporting Parameter-Driven Interactive Rule Mining and Exploration	2014	VLDB	4.9793485e-05
12,535	PARAS: Interactive Parameter Space Exploration for Association Rule Mining	2013	SIGMOD	4.9793485e-05

Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
164	Mining Frequent Patterns without Candidate Generation	2000	SIGMOD	0.00027412227
322	Tuning Database Configuration Parameters with iTuned	2009	VLDB	0.00021041865
467	Discovery of Multiple-Level Association Rules from Large Databases	1995	VLDB	0.00017766906
731	Beyond Market Baskets: Generalizing Association Rules to Correlations	1997	SIGMOD	0.00014394521
3,396	Variance Aware Optimization of Parameterized Queries	2010	SIGMOD	7.3418098e-05
6,854	Exploratory Mining via Constrained Frequent Set Queries	1999	SIGMOD	5.6644118e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	250	An Effective Hash-Based Algorithm for Mining Association Rules	1995	SIGMOD
2	4,444	Online Association Rule Mining	1999	SIGMOD
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4	6,824	Ratio Rules: A New Paradigm for Fast, Quantifiable Data Mining	1998	VLDB
5	4,738	Scalable Parallel Data Mining for Association Rules	1997	SIGMOD
6	467	Discovery of Multiple-Level Association Rules from Large Databases	1995	VLDB
7	473	Sampling Large Databases for Association Rules	1996	VLDB
8	573	An Efficient Algorithm for Mining Association Rules in Large Databases	1995	VLDB
9	13,212	Parallel Mining Algorithms for Generalized Association Rules with Classification Hierarchy	1998	SIGMOD
10	12,535	PARAS: Interactive Parameter Space Exploration for Association Rule Mining	2013	SIGMOD