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Top-k Query Evaluation with Probabilistic Guarantees

Summary: Proposes approximate top-k algorithms using probabilistic bounds to prune candidates during index-list scans, reducing reliance on Fagin’s TA. Convolution-based bounds yield high-probability guarantees for early dropping, with experiments on Web and structured data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
9363
Venue
VLDB
Year
2004
Pagerank
0.00010513777
Overall Rank
1,519 | 89.58%
DOI
10.1016/B978-012088469-8.50058-9

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{theobald_vldb04,
        title = {{Top-k Query Evaluation with Probabilistic Guarantees}},
        author = {Theobald, Martin and Weikum, Gerhard and Schenkel, Ralf},
        journal = {PVLDB},
        series = {{VLDB} '04},
        pages = {648--659},
        doi = {10.1016/B978-012088469-8.50058-9},
        url = {https://doi.org/10.1016/B978-012088469-8.50058-9},
        year = {2004}
}

Incoming Citations (Sorted by Pagerank)

Showing 25 of 25 citing papers.

Rank Citing Paper Year Venue Pagerank
1,513 Continuous Monitoring of Top-k Queries over Sliding Windows 2006 SIGMOD 0.00010530872
1,728 Structured Querying of Web Text: A Technical Challenge 2007 CIDR 9.9098087e-05
1,967 IO-Top-k: Index-access Optimized Top-k Query Processing 2006 VLDB 9.3804693e-05
2,359 Integrating DB and IR Technologies: What is the Sound of One Hand Clapping? * 2005 CIDR 8.698016e-05
2,609 The SphereSearch Engine for Unified Ranked Retrieval of Heterogeneous XML and Web Documents 2005 VLDB 8.3476234e-05
2,813 KLEE: A Framework for Distributed Top-k Query Algorithms 2005 VLDB 8.0975254e-05
3,209 An Efficient and Versatile Query Engine for TopX Search 2005 VLDB 7.6357297e-05
3,317 Ad-hoc Top-k Query Answering for Data Streams 2007 VLDB 7.5251856e-05
6,081 MINERVA: Collaborative P2P Search 2005 VLDB 5.9850223e-05
6,175 Ad-Hoc Aggregations of Ranked Lists in the Presence of Hierarchies 2008 SIGMOD 5.9508648e-05
6,832 A Scalable Index for Top-k Subtree Similarity Queries 2019 SIGMOD 5.7596335e-05
6,960 DeepEverest: Accelerating Declarative Top-K Queries for Deep Neural Network Interpretation 2022 VLDB 5.7303405e-05
7,185 Anytime Measures for Top-k Algorithms 2007 VLDB 5.6779179e-05
7,282 Efficient and Flexible Information Retrieval Using MonetDB/X100 2007 CIDR 5.6567725e-05
7,550 Processing Top-k Join Queries 2010 VLDB 5.6011318e-05
9,115 A General Framework for Modeling and Processing Optimization Queries 2007 VLDB 5.3215443e-05
9,353 On Efficient Approximate Queries over Machine Learning Models 2023 VLDB 5.2829539e-05
10,751 Approximating Opaque Top-k Queries 2025 SIGMOD 5.093636e-05
12,159 Leveraging Graph Dimensions in Online Graph Search 2015 VLDB 5.093636e-05
12,386 Efficient Rank Join with Aggregation Constraints 2011 VLDB 5.093636e-05
12,462 An Access Cost-Aware Approach for Object Retrieval over Multiple Sources 2010 VLDB 5.093636e-05
12,494 Skip-and-Prune: Cosine-based Top-K Query Processing for Efficient Context-Sensitive Document Retrieval 2009 SIGMOD 5.093636e-05
12,541 Robust and Distributed Top-N Frequent-Pattern Mining With SAP BW Accelerator 2009 VLDB 5.093636e-05
12,649 The TopX DB&IR Engine 2007 SIGMOD 5.093636e-05
12,756 Database-Inspired Search 2005 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

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

Rank Cited Paper Year Venue Pagerank
5 Optimal Aggregation Algorithms for Middleware [Extended Abstract] 2001 PODS 0.0010828372
108 Optimizing Multi-Feature Queries for Image Databases 2000 VLDB 0.00033228866
257 The History of Histograms (abridged) 2003 VLDB 0.00023154793
466 Automated Ranking of Database Query Results 2003 CIDR 0.00018014467
499 Supporting Incremental Join Queries on Ranked Inputs 2001 VLDB 0.00017431827
827 Minimal Probing: Supporting Expensive Predicates for Top-k Queries 2002 SIGMOD 0.00013769938
2,149 Probabilistic Optimization of Top N Queries 1999 VLDB 9.0821709e-05
2,948 Optimized Query Execution in Large Search Engines with Global Page Ordering 2003 VLDB 7.9323466e-05
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