Computational Complexity of Itemset Frequency Satisfiability
Summary: FREQSAT: given interval constraints on itemset frequencies, decide existence of a transaction database realizing them; FREQSAT ≡ Probabilistic SAT and NP‑complete. Frequencies not finitely axiomatizable; conditional frequencies/confidence expressible; bounded-duplication variants are PP‑hard, with consequences for mining and privacy. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Toon Calders
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 12,533 | Differential Constraints | 2005 | PODS | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 3 of 3 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 |
| 40 | Privacy-Preserving Data Mining | 2000 | SIGMOD | 0.00074232718 |
| 840 | Efficiently Mining Long Patterns from Databases | 1998 | SIGMOD | 0.00016058396 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 12,689 | Mining Frequent Itemsets Using Support Constraints | 2000 | VLDB | 4.1945683e-05 |
| 4,919 | Optimization of Constrained Frequent Set Queries with 2-variable Constraints | 1999 | SIGMOD | 5.8256934e-05 |
| 166 | Approximate Frequency Counts over Data Streams | 2002 | VLDB | 0.00039361552 |
| 7,633 | Mining Frequent Itemsets over Uncertain Databases | 2012 | VLDB | 4.6914549e-05 |
| 7,504 | Space Lower Bounds for Itemset Frequency Sketches | 2016 | PODS | 4.7180617e-05 |
| 1,567 | PrivBasis: Frequent Itemset Mining with Differential Privacy | 2012 | VLDB | 0.0001133268 |
| 2,685 | On Differentially Private Frequent Itemset Mining | 2013 | VLDB | 8.3070708e-05 |
| 4,449 | False Positive or False Negative: Mining Frequent Itemsets from High Speed Transactional Data Streams | 2004 | VLDB | 6.1780147e-05 |
| 5,043 | The Complexity of Mining Maximal Frequent Subgraphs | 2013 | PODS | 5.7411631e-05 |
| 9,064 | Feasible Itemset Distributions in Data Mining: Theory and Application | 2003 | PODS | 4.4039656e-05 |