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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.

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7,282 Efficient and Flexible Information Retrieval Using MonetDB/X100 2007 CIDR 5.6567725e-05
7,286 Efficient Computation of Quantiles over Joins 2023 PODS 5.655242e-05
7,292 A Nearly Instance-optimal Differentially Private Mechanism for Conjunctive Queries 2022 PODS 5.653597e-05
7,299 Efficient and Generic Evaluation of Ranked Queries 2011 SIGMOD 5.6513289e-05
7,320 Privacy Implications of Database Ranking 2015 VLDB 5.6454465e-05
7,352 Boolean + Ranking: Querying a Database by K-Constrained Optimization 2006 SIGMOD 5.6353412e-05
7,404 Determining the Relative Accuracy of Attributes 2013 SIGMOD 5.6246845e-05
7,474 GTS: GPU-based Tree Index for Fast Similarity Search 2024 SIGMOD 5.6093517e-05
7,479 Distributed Online Tracking 2015 SIGMOD 5.6081446e-05
7,550 Processing Top-k Join Queries 2010 VLDB 5.6011318e-05
7,629 Bitlist: New Full-text Index for Low Space Cost and Efficient Keyword Search 2013 VLDB 5.5786605e-05
7,631 On Efficient Top-k Query Processing in Highly Distributed Environments 2008 SIGMOD 5.5780405e-05
7,642 A System for Management and Analysis of Preference Data 2014 VLDB 5.5765908e-05
7,660 Pruning in Snowflake: Working Smarter, Not Harder 2025 SIGMOD 5.5736132e-05
7,664 Optimal Enumeration: Efficient Top-k Tree Matching 2015 VLDB 5.5720259e-05
7,670 Sharing Work in Keyword Search over Databases 2011 SIGMOD 5.5709469e-05
7,697 Subjective Databases 2019 VLDB 5.5659533e-05
7,761 DEG: Efficient Hybrid Vector Search Using the Dynamic Edge Navigation Graph 2025 SIGMOD 5.550467e-05
7,795 Distributed Outlier Detection using Compressive Sensing 2015 SIGMOD 5.5429229e-05
7,806 Computing Immutable Regions for Subspace Top-k Queries 2013 VLDB 5.5407909e-05
7,852 Indexing and Selecting Hierarchical Business Logic 2015 VLDB 5.5313703e-05
8,024 Progressive Join Algorithms Considering User Preference 2021 CIDR 5.5052493e-05
8,026 A New Approach for Processing Ranked Subsequence Matching Based on Ranked Union 2011 SIGMOD 5.5049255e-05
8,028 On the Complexity of Package Recommendation Problems 2012 PODS 5.504636e-05
8,029 Distributed Threshold Querying of General Functions by a Difference of Monotonic Representation 2011 VLDB 5.5045998e-05
8,071 An Incremental Algorithm for Computing Ranked Full Disjunctions 2005 PODS 5.4935818e-05
8,133 Evaluating Top-k Queries with Inconsistency Degrees 2020 VLDB 5.4813895e-05
8,281 Efficient Top-K Processing Over Query-Dependent Functions 2008 VLDB 5.4574671e-05
8,282 Making SENSE: Socially ENhanced Search and Exploration 2008 VLDB 5.4574671e-05
8,323 SageDB: An Instance-Optimized Data Analytics System 2022 VLDB 5.4539294e-05
8,333 Efficient Keyword Search over Virtual XML Views 2007 VLDB 5.4519621e-05
8,598 Is Integer Linear Programming All You Need for Deletion Propagation? A Unified and Practical Approach for Generalized Deletion Propagation 2025 VLDB 5.4049137e-05
8,649 ARCube: Supporting Ranking Aggregate Queries in Partially Materialized Data Cubes 2008 SIGMOD 5.3916641e-05
8,679 Efficient Scheduling of Heterogeneous Continuous Queries 2006 VLDB 5.3862828e-05
8,748 A Temporal Context-Aware Model for User Behavior Modeling in Social Media Systems 2014 SIGMOD 5.3766157e-05
8,756 InZeit: Efficiently Identifying Insightful Time Points 2010 VLDB 5.3766157e-05
8,757 Search Driven Analysis of Heterogeneous XML Data 2009 CIDR 5.3766157e-05
8,825 Creating Top Ranking Options in the Continuous Option and Preference Space 2019 VLDB 5.3616725e-05
8,894 Distributed Evaluation of Top-k Temporal Joins 2016 SIGMOD 5.3504579e-05
8,925 Multivariate Correlations Discovery in Static and Streaming Data 2022 VLDB 5.3483178e-05
9,010 Determining the Impact Regions of Competing Options in Preference Space 2017 SIGMOD 5.3333957e-05
9,115 A General Framework for Modeling and Processing Optimization Queries 2007 VLDB 5.3215443e-05
9,197 Representative Query Results by Voting 2022 SIGMOD 5.3058708e-05
9,413 Size-l Object Summaries for Relational Keyword Search 2012 VLDB 5.2745733e-05
9,425 Ranking Distributed Probabilistic Data 2009 SIGMOD 5.2711481e-05
9,497 Rank Join Queries in NoSQL Databases 2014 VLDB 5.2608378e-05
9,525 Towards Indexing Functions: Answering Scalar Product Queries 2014 SIGMOD 5.2555551e-05
9,705 META: An Efficient Matching-Based Method for Error-Tolerant Autocompletion 2016 VLDB 5.2351259e-05
9,710 DataLens: Making a Good First Impression 2009 SIGMOD 5.2343812e-05
9,788 Hyper-Local, Directions-Based Ranking of Places 2011 VLDB 5.2209769e-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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