Exploratory Mining via Constrained Frequent Set Queries
Summary: Proposes mining with constraints as a first-class paradigm for query-driven, exploratory data mining in DBMSs through constraint constructs. Demo shows constraint-pushing for mining association rules via constrained frequent sets, enabling optimized interactive queries. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Raymond Ng
- 2. Laks V.S. Lakshmanan
- 3. Jiawei Han
- 4. Teresa Mah
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,408 | PARAS: A Parameter Space Framework for Online Association Mining | 2013 | VLDB | 4.5211041e-05 |
| 12,619 | How to Quickly Find a Witness | 2003 | PODS | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 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 | 0.0010864752 |
| 744 | Beyond Market Baskets: Generalizing Association Rules to Correlations | 1997 | SIGMOD | 0.00017333019 |
| 904 | Integrating Association Rule Mining with Relational Database Systems: Alternatives and Implications | 1998 | SIGMOD | 0.00015469655 |
| 1,626 | Exploratory Mining and Pruning Optimizations of Constrained Association Rules | 1998 | SIGMOD | 0.00011094469 |
| 2,072 | Query Flocks: A Generalization of Association-Rule Mining | 1998 | SIGMOD | 9.6150986e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 547 | An Efficient Algorithm for Mining Association Rules in Large Databases | 1995 | VLDB | 0.00020420717 |
| 9,585 | One-pass Data Mining Algorithms in a DBMS with UDFs | 2011 | SIGMOD | 4.3218691e-05 |
| 13,513 | Database Systems Research on Data Mining | 2010 | SIGMOD | - |
| 4,758 | Optimization for Active Learning-based Interactive Database Exploration | 2019 | VLDB | 5.9422515e-05 |
| 14,020 | Data Mining Techniques | 1996 | SIGMOD | - |
| 13,889 | Towards Data Mining Benchmarking: A Test Bed for Performance Study of Frequent Pattern Mining | 2000 | SIGMOD | - |
| 13,806 | Query Processing Concepts and Techniques to Support Business Intelligence Applications | 2002 | VLDB | - |
| 3,871 | A New SQL-like Operator for Mining Association Rules | 1996 | VLDB | 6.6794637e-05 |
| 4,919 | Optimization of Constrained Frequent Set Queries with 2-variable Constraints | 1999 | SIGMOD | 5.8256934e-05 |
| 1,626 | Exploratory Mining and Pruning Optimizations of Constrained Association Rules | 1998 | SIGMOD | 0.00011094469 |