Multi-Dimensional Substring Selectivity Estimation
Summary: Multi-dimensional count-suffix trees for substring selectivity in cross-attribute queries. A probabilistic, space-efficient construction builds pruned trees directly; estimators GNO and MO, with MO leveraging all maximal multi-dimensional substrings to capture inter-dimension correlations and outperforming GNO empirically. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. H. V. Jagadish (University of Michigan)
- 2. Olga Kapitskaia (AT&T)
- 3. Raymond T. Ng (University of British Columbia)
- 4. Divesh Srivastava (AT&T)
BibTeX Citation
@article{jagadish_vldb99,
title = {{Multi-Dimensional Substring Selectivity Estimation}},
author = {Jagadish, H. V. and Kapitskaia, Olga and Ng, Raymond T. and Srivastava, Divesh},
journal = {PVLDB},
series = {{VLDB} '99},
year = {1999}
}
Incoming Citations (Sorted by Pagerank)
Showing 8 of 8 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 257 | The History of Histograms (abridged) | 2003 | VLDB | 0.00023154793 |
| 901 | Estimating the Selectivity of XML Path Expressions for Internet Scale Applications | 2001 | VLDB | 0.00013334162 |
| 1,170 | QuickSel: Quick Selectivity Learning with Mixture Models | 2020 | SIGMOD | 0.00011827259 |
| 2,061 | Selectivity Estimation For Boolean Queries | 2000 | PODS | 9.2445049e-05 |
| 2,648 | On Effective Multi-Dimensional Indexing for Strings | 2000 | SIGMOD | 8.2957097e-05 |
| 4,035 | Selectivity Estimation for Fuzzy String Predicates in Large Data Sets | 2005 | VLDB | 6.9439151e-05 |
| 8,021 | CXHist: An On-line Classification-Based Histogram for XML String Selectivity Estimation | 2005 | VLDB | 5.5055705e-05 |
| 12,841 | Searching on the Secondary Structure of Protein Sequences | 2002 | VLDB | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 0 of 0 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|
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|---|---|---|---|---|
| 1 | 10,097 | SSCard: Substring Cardinality Estimation using Suffix Tree-Guided Learned FM-Index | 2026 | SIGMOD |
| 2 | 6,818 | Space-efficient Substring Occurrence Estimation | 2011 | PODS |
| 3 | 1,053 | Multi-dimensional Selectivity Estimation Using Compressed Histogram Information | 1999 | SIGMOD |
| 4 | 901 | Estimating the Selectivity of XML Path Expressions for Internet Scale Applications | 2001 | VLDB |
| 5 | 6,491 | Two-dimensional Substring Indexing | 2001 | PODS |
| 6 | 1,140 | Estimating Alphanumeric Selectivity in the Presence of Wildcards | 1996 | SIGMOD |
| 7 | 2,648 | On Effective Multi-Dimensional Indexing for Strings | 2000 | SIGMOD |
| 8 | 2,899 | Extending Q-Grams to Estimate Selectivity of String Matching with Low Edit Distance | 2007 | VLDB |
| 9 | 2,061 | Selectivity Estimation For Boolean Queries | 2000 | PODS |
| 10 | 1,427 | Substring Selectivity Estimation | 1999 | PODS |