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Minimal Probing: Supporting Expensive Predicates for Top-k Queries

Summary: Necessary-probe principle for top-k queries with expensive predicates (external UDFs, fuzzy similarity) that defy zero-time indexing. MPro is provably optimal, parallelizable, and dramatically reduces probes versus full probing; demonstrated on real-estate and synthetic data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3363
Venue
SIGMOD
Year
2002
Pagerank
0.00014123221
Overall Rank
1,093 | 92.41%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 32 of 32 citing papers.

Rank Citing Paper Year Venue Pagerank
673 Supporting Top-k Join Queries in Relational Databases 2003 VLDB 0.00018325667
1,202 SPARK: Top-k Keyword Query in Relational Databases 2007 SIGMOD 0.0001333126
1,207 RankSQL: Query Algebra and Optimization for Relational Top-k Queries 2005 SIGMOD 0.0001327437
1,535 Efficient Search for the Top-k Probable Nearest Neighbors in Uncertain Databases 2008 VLDB 0.00011461371
1,773 Continuous Monitoring of Top-k Queries over Sliding Windows 2006 SIGMOD 0.00010600438
1,805 Top-k Query Evaluation with Probabilistic Guarantees 2004 VLDB 0.00010479371
1,830 Relaxing Join and Selection Queries 2006 VLDB 0.0001037611
2,014 IO-Top-k: Index-access Optimized Top-k Query Processing 2006 VLDB 9.7982231e-05
2,249 Rank-aware Query Optimization 2004 SIGMOD 9.1956569e-05
2,604 Integrating DB and IR Technologies: What is the Sound of One Hand Clapping? * 2005 CIDR 8.4628537e-05
2,936 Answering Top-k Queries Using Views 2006 VLDB 7.8579393e-05
2,992 KLEE: A Framework for Distributed Top-k Query Algorithms 2005 VLDB 7.7661927e-05
3,046 An Efficient and Versatile Query Engine for TopX Search 2005 VLDB 7.6586679e-05
3,553 Approximate Selection with Guarantees using Proxies 2020 VLDB 6.9763548e-05
3,671 Querying Structured Text in an XML Database 2003 SIGMOD 6.853634e-05
3,809 Supporting Ad-hoc Ranking Aggregates 2006 SIGMOD 6.7413981e-05
4,178 Best Position Algorithms for Top-k Queries 2007 VLDB 6.3757762e-05
4,718 Answering Top-k Queries with Multi-Dimensional Selections: The Ranking Cube Approach 2006 VLDB 5.9664602e-05
6,136 RankSQL: Supporting Ranking Queries in Relational Database Management Systems 2005 VLDB 5.1906626e-05
6,657 Moirae: History-Enhanced Monitoring 2007 CIDR 4.9686214e-05
7,133 Anytime Measures for Top-k Algorithms 2007 VLDB 4.8175888e-05
7,267 Top-K Structural Diversity Search in Large Networks 2013 VLDB 4.7771943e-05
7,273 Efficient and Generic Evaluation of Ranked Queries 2011 SIGMOD 4.775366e-05
7,469 Boolean + Ranking: Querying a Database by K-Constrained Optimization 2006 SIGMOD 4.7165172e-05
7,751 Computing Immutable Regions for Subspace Top-k Queries 2013 VLDB 4.6562296e-05
7,898 Sideway Value Algebra for Object-Relational Databases 2002 VLDB 4.6182226e-05
8,042 Distributed Threshold Querying of General Functions by a Difference of Monotonic Representation 2011 VLDB 4.5956381e-05
8,505 ARCube: Supporting Ranking Aggregate Queries in Partially Materialized Data Cubes 2008 SIGMOD 4.4915213e-05
8,680 Unbiased Estimation of Size and Other Aggregates Over Hidden Web Databases 2010 SIGMOD 4.4634799e-05
11,891 Query Reranking As A Service 2016 VLDB 4.1905499e-05
12,119 Optimal Top-k Generation of Attribute Combinations based on Ranked Lists 2012 SIGMOD 4.1905499e-05
12,309 Privacy Preservation of Aggregates in Hidden Databases: Why and How? 2009 SIGMOD 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

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

Rank Cited Paper Year Venue Pagerank
8 Optimal Aggregation Algorithms for Middleware [Extended Abstract] 2001 PODS 0.0015436578
72 Combining Fuzzy Information from Multiple Systems 1996 PODS 0.00058498396
140 Predicate Migration: Optimizing Queries with Expensive Predicates 1993 SIGMOD 0.00042289025
150 Integration of Heterogeneous Databases Without Common Domains Using Queries Based on Textual Similarity 1998 SIGMOD 0.00041081536
195 Optimizing Queries over Multimedia Repositories 1996 SIGMOD 0.00035317524
464 PREFER: A System for the Efficient Execution of Multiparametric Ranked Queries 2001 SIGMOD 0.00022476798
469 On Saying "Enough Already!" in SQL 1997 SIGMOD 0.00022397468
551 Supporting Incremental Join Queries on Ranked Inputs 2001 VLDB 0.00020310856
802 Evaluating Top-k Selection Queries 1999 VLDB 0.00016440813
1,079 A Framework for Expressing and Combining Preferences 2000 SIGMOD 0.00014219622
1,774 Optimizing Disjunctive Queries with Expensive Predicates 1994 SIGMOD 0.0001059836
1,780 Reducing the Braking Distance of an SQL Query Engine 1998 VLDB 0.00010558417
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7,273 Efficient and Generic Evaluation of Ranked Queries 2011 SIGMOD 4.775366e-05
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7,469 Boolean + Ranking: Querying a Database by K-Constrained Optimization 2006 SIGMOD 4.7165172e-05
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