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Optimal Aggregation Algorithms for Middleware [Extended Abstract]

Summary: Introduces TA, proved instance-optimal for top-k under any monotone aggregation on every database with only constant-size buffers. Gives optimal variants when random access is costly/impossible and contrasts TA's deterministic worst-case optimality and low memory vs. Fagin's Algorithm. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
1227
Venue
PODS
Year
2001
Pagerank
0.0010828372
Overall Rank
5 | 99.97%
DOI
10.1145/375551.375567

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{fagin_pods01,
        address = {New York, NY, USA},
        series = {{PODS} '01},
        title = {{Optimal Aggregation Algorithms for Middleware [Extended Abstract]}},
        url = {https://dl.acm.org/doi/10.1145/375551.375567},
        doi = {10.1145/375551.375567},
        booktitle = {Proceedings of the {ACM} {SIGMOD} Symposium on {Principles} of {Database} {Systems}},
        publisher = {Association for Computing Machinery},
        author = {Fagin, Ronald and Lotem, Amnon and Naor, Moni},
        year = {2001}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 244 citing papers.

Rank Citing Paper Year Venue Pagerank
4,514 Branch-and-Bound Algorithm for Reverse Top-k Queries 2013 SIGMOD 6.6500719e-05
4,587 Answering Top-k Queries with Multi-Dimensional Selections: The Ranking Cube Approach 2006 VLDB 6.6170389e-05
4,622 Context-Sensitive Ranking 2006 SIGMOD 6.6014783e-05
4,711 Reverse Spatial and Textual k Nearest Neighbor Search 2011 SIGMOD 6.5506926e-05
4,725 Efficient Location-Aware Influence Maximization 2014 SIGMOD 6.5373017e-05
4,727 Efficient Computation of Regret-ratio Minimizing Set: A Compact Maxima Representative 2017 SIGMOD 6.5362946e-05
4,758 Constructing and Exploring Composite Items 2010 SIGMOD 6.521122e-05
4,765 Durable Top-k Search in Document Archives 2010 SIGMOD 6.5186944e-05
4,901 Maximizing Conjunctive Views in Deletion Propagation 2011 PODS 6.4528526e-05
4,910 Actively Soliciting Feedback for Query Answers in Keyword Search-Based Data Integration 2013 VLDB 6.4484207e-05
5,138 Robust and Efficient Algorithms for Rank Join Evaluation 2009 SIGMOD 6.3495536e-05
5,149 An Optimal and Progressive Approach to Online Search of Top-K Influential Communities 2018 VLDB 6.3459884e-05
5,233 Progressive Top-k Subarray Query Processing in Array Databases 2019 VLDB 6.3054877e-05
5,247 Buffering in Query Evaluation over XML Streams 2005 PODS 6.3009176e-05
5,465 On Obtaining Stable Rankings 2019 VLDB 6.2075408e-05
5,517 Scalable Ranked Publish/Subscribe 2008 VLDB 6.1889819e-05
5,522 Building Wavelet Histograms on Large Data in MapReduce 2012 VLDB 6.1871697e-05
5,593 Beyond Equi-joins: Ranking, Enumeration and Factorization 2021 VLDB 6.1552328e-05
5,601 Optimal Join Algorithms Meet Top-k 2020 SIGMOD 6.1540123e-05
5,640 Proximity Rank Join 2010 VLDB 6.1384844e-05
5,796 Reverse k-Ranks Query 2014 VLDB 6.0859929e-05
5,822 From del.icio.us to x.qui.site: Recommendations in Social Tagging Sites 2008 SIGMOD 6.0754684e-05
5,887 Call to Order: A Hierarchical Browsing Approach to Eliciting Users' Preference 2010 SIGMOD 6.0500409e-05
5,974 Towards instance-optimized data systems 2021 VLDB 6.0230488e-05
6,175 Ad-Hoc Aggregations of Ranked Lists in the Presence of Hierarchies 2008 SIGMOD 5.9508648e-05
6,300 In Search of Influential Event Organizers in Online Social Networks 2014 SIGMOD 5.921945e-05
6,374 Ranking Objects by Exploiting Relationships: Computing Top-K over Aggregation 2006 SIGMOD 5.8945632e-05
6,400 Moirae: History-Enhanced Monitoring 2007 CIDR 5.8864351e-05
6,412 Ranked Enumeration of Join Queries with Projections 2022 VLDB 5.8836116e-05
6,469 Efficient and Progressive Group Steiner Tree Search 2016 SIGMOD 5.8710857e-05
6,483 Similarity Search: A Matching Based Approach 2006 VLDB 5.8667204e-05
6,507 Explaining Monotonic Ranking Functions 2021 VLDB 5.8576814e-05
6,513 Indexing the Earth Mover’s Distance Using Normal Distributions 2012 VLDB 5.8560106e-05
6,552 Evaluation Strategies for Top-k Queries over Memory-Resident Inverted Indexes 2011 VLDB 5.8425759e-05
6,592 RRR: Rank-Regret Representative 2019 SIGMOD 5.830041e-05
6,643 Skyline Query Processing over Joins 2011 SIGMOD 5.8152344e-05
6,746 Flexible Aggregate Similarity Search 2011 SIGMOD 5.7850397e-05
6,764 Keyword Query Cleaning 2008 VLDB 5.7810141e-05
6,786 A Unified Optimization Algorithm For Solving “Regret-Minimizing Representative” Problems 2020 VLDB 5.7740702e-05
6,815 Supporting Ranking and Clustering as Generalized Order-By and Group-By 2007 SIGMOD 5.7652375e-05
6,830 Global Immutable Region Computation 2014 SIGMOD 5.759977e-05
6,832 A Scalable Index for Top-k Subtree Similarity Queries 2019 SIGMOD 5.7596335e-05
6,862 DBease: Making Databases User-friendly and Easily Accessible 2011 CIDR 5.7514733e-05
6,960 DeepEverest: Accelerating Declarative Top-K Queries for Deep Neural Network Interpretation 2022 VLDB 5.7303405e-05
7,005 Effective and Efficient Retrieval of Structured Entities 2020 VLDB 5.7269998e-05
7,018 Answering Planning Queries with the Crowd 2013 VLDB 5.7251004e-05
7,094 Top-K Structural Diversity Search in Large Networks 2013 VLDB 5.7055799e-05
7,123 Depth Estimation for Ranking Query Optimization 2007 VLDB 5.6966694e-05
7,185 Anytime Measures for Top-k Algorithms 2007 VLDB 5.6779179e-05
7,202 Sum-Max Monotonic Ranked Joins for Evaluating Top-K Twig Queries on Weighted Data Graphs 2007 VLDB 5.6755422e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 2 of 2 cited papers.

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

Rank Cited Paper Year Venue Pagerank
108 Optimizing Multi-Feature Queries for Image Databases 2000 VLDB 0.00033228866
170 Combining Fuzzy Information from Multiple Systems 1996 PODS 0.00027376361
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