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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
h3bbb91e1e77f20ee
Venue
PODS
Year
2001
Pagerank
0.0010688884
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 246 citing papers.

Rank Citing Paper Year Venue Pagerank
7,348 Anytime Measures for Top-k Algorithms 2007 VLDB 5.5302579e-05
7,362 Sum-Max Monotonic Ranked Joins for Evaluating Top-K Twig Queries on Weighted Data Graphs 2007 VLDB 5.5281595e-05
7,413 Efficient and Generic Evaluation of Ranked Queries 2011 SIGMOD 5.516158e-05
7,449 Efficient and Flexible Information Retrieval Using MonetDB/X100 2007 CIDR 5.5107924e-05
7,459 Efficient Computation of Quantiles over Joins 2023 PODS 5.507465e-05
7,463 A Nearly Instance-optimal Differentially Private Mechanism for Conjunctive Queries 2022 PODS 5.505863e-05
7,494 Privacy Implications of Database Ranking 2015 VLDB 5.4979255e-05
7,521 Boolean + Ranking: Querying a Database by K-Constrained Optimization 2006 SIGMOD 5.4881075e-05
7,564 Determining the Relative Accuracy of Attributes 2013 SIGMOD 5.4778461e-05
7,616 DEG: Efficient Hybrid Vector Search Using the Dynamic Edge Navigation Graph 2025 SIGMOD 5.4672835e-05
7,621 SageDB: An Instance-Optimized Data Analytics System 2022 VLDB 5.4664683e-05
7,637 Processing Top-k Join Queries 2010 VLDB 5.4630004e-05
7,643 Distributed Online Tracking 2015 SIGMOD 5.4615983e-05
7,769 Optimal Enumeration: Efficient Top-k Tree Matching 2015 VLDB 5.4391973e-05
7,788 Subjective Databases 2019 VLDB 5.4356299e-05
7,800 Bitlist: New Full-text Index for Low Space Cost and Efficient Keyword Search 2013 VLDB 5.4336901e-05
7,810 On Efficient Top-k Query Processing in Highly Distributed Environments 2008 SIGMOD 5.4322963e-05
7,817 A System for Management and Analysis of Preference Data 2014 VLDB 5.430869e-05
7,846 Sharing Work in Keyword Search over Databases 2011 SIGMOD 5.4254046e-05
7,976 Distributed Outlier Detection using Compressive Sensing 2015 SIGMOD 5.3981912e-05
7,981 Computing Immutable Regions for Subspace Top-k Queries 2013 VLDB 5.3964641e-05
8,032 Indexing and Selecting Hierarchical Business Logic 2015 VLDB 5.3868302e-05
8,071 Progressive Join Algorithms Considering User Preference 2021 CIDR 5.3800399e-05
8,084 Evaluating Top-k Queries with Inconsistency Degrees 2020 VLDB 5.3751435e-05
8,207 On the Complexity of Package Recommendation Problems 2012 PODS 5.3613986e-05
8,209 A New Approach for Processing Ranked Subsequence Matching Based on Ranked Union 2011 SIGMOD 5.3610809e-05
8,213 Distributed Threshold Querying of General Functions by a Difference of Monotonic Representation 2011 VLDB 5.3607592e-05
8,259 An Incremental Algorithm for Computing Ranked Full Disjunctions 2005 PODS 5.351182e-05
8,473 Efficient Top-K Processing Over Query-Dependent Functions 2008 VLDB 5.3148581e-05
8,474 Making SENSE: Socially ENhanced Search and Exploration 2008 VLDB 5.3148581e-05
8,523 Efficient Keyword Search over Virtual XML Views 2007 VLDB 5.3095398e-05
8,788 Is Integer Linear Programming All You Need for Deletion Propagation? A Unified and Practical Approach for Generalized Deletion Propagation 2025 VLDB 5.263678e-05
8,841 ARCube: Supporting Ranking Aggregate Queries in Partially Materialized Data Cubes 2008 SIGMOD 5.2511874e-05
8,874 Efficient Scheduling of Heterogeneous Continuous Queries 2006 VLDB 5.2455339e-05
8,939 A Temporal Context-Aware Model for User Behavior Modeling in Social Media Systems 2014 SIGMOD 5.2361195e-05
8,947 InZeit: Efficiently Identifying Insightful Time Points 2010 VLDB 5.2361195e-05
8,948 Search Driven Analysis of Heterogeneous XML Data 2009 CIDR 5.2361195e-05
9,020 Creating Top Ranking Options in the Continuous Option and Preference Space 2019 VLDB 5.2221152e-05
9,080 Distributed Evaluation of Top-k Temporal Joins 2016 SIGMOD 5.2106452e-05
9,115 Multivariate Correlations Discovery in Static and Streaming Data 2022 VLDB 5.208561e-05
9,207 Determining the Impact Regions of Competing Options in Preference Space 2017 SIGMOD 5.1943724e-05
9,321 A General Framework for Modeling and Processing Optimization Queries 2007 VLDB 5.1825641e-05
9,412 Representative Query Results by Voting 2022 SIGMOD 5.1672232e-05
9,626 Size-l Object Summaries for Relational Keyword Search 2012 VLDB 5.1369628e-05
9,644 Ranking Distributed Probabilistic Data 2009 SIGMOD 5.1334081e-05
9,717 Rank Join Queries in NoSQL Databases 2014 VLDB 5.1233669e-05
9,739 Towards Indexing Functions: Answering Scalar Product Queries 2014 SIGMOD 5.1187707e-05
9,919 META: An Efficient Matching-Based Method for Error-Tolerant Autocompletion 2016 VLDB 5.0983269e-05
9,920 Relaxation in Text Search using Taxonomies 2008 VLDB 5.0983269e-05
9,924 DataLens: Making a Good First Impression 2009 SIGMOD 5.0976017e-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
110 Optimizing Multi-Feature Queries for Image Databases 2000 VLDB 0.00032662513
170 Combining Fuzzy Information from Multiple Systems 1996 PODS 0.0002707332
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