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Efficient Approximation Framework for Attribute Recommendation

Summary: General approximation framework for top-k attribute recommendation in OLAP trend analysis; supports diverse metrics beyond fixed pairs (e.g., KS-test, Chebyshev, EMD, Euclidean). Bounds-based estimation with theoretical guarantees enables fast approximate top-k queries, yielding up to 10x speedups and high accuracy on four real datasets vs TopKAttr. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6803
Venue
SIGMOD
Year
2023
Pagerank
5.093636e-05
Overall Rank
11,418 | 21.67%
DOI
10.1145/3626726

Incoming Non-self Citations Over Time

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Authors

BibTeX Citation

@inproceedings{chen_sigmod23,
        title = {{Efficient Approximation Framework for Attribute Recommendation}},
        author = {Chen, Xingguang and Zhang, Fangyuan and Huang, Jinchao and Wang, Sibo},
        series = {{SIGMOD} '23},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3626726},
        url = {https://dl.acm.org/doi/10.1145/3626726},
        year = {2023}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 22 of 22 cited papers.

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

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66 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00038561587
173 Simple Random Sampling from Relational Databases 1986 VLDB 0.00027273858
237 Amazon Redshift and the Case for Simpler Data Warehouses 2015 SIGMOD 0.0002369895
410 SeeDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics 2015 VLDB 0.0001890421
462 Sampling Large Databases for Association Rules 1996 VLDB 0.00018065337
575 Efficient Transaction Processing in SAP HANA Database – The End of a Column Store Myth 2012 SIGMOD 0.00016257033
772 VerdictDB: Universalizing Approximate Query Processing 2018 SIGMOD 0.00014147905
965 User-adaptive exploration of multidimensional data 2000 VLDB 0.00012933878
1,429 Finding and Approximating Top-k Answers in Keyword Proximity Search 2006 PODS 0.00010811133
1,460 MonetDB/XQuery: A Fast XQuery Processor Powered by a Relational Engine 2006 SIGMOD 0.00010710674
1,543 Data Warehouse Configuration 1997 VLDB 0.00010413384
1,932 VizDeck: Self-Organizing Dashboards for Visual Analytics 2012 SIGMOD 9.4646634e-05
1,947 Data Wrangling: The Challenging Journey from the Wild to the Lake 2015 CIDR 9.4326202e-05
2,225 HubPPR: Effective Indexing for Approximate Personalized PageRank 2017 VLDB 8.9183159e-05
2,477 Azure Data Lake Store: A Hyperscale Distributed File Service for Big Data Analytics 2017 SIGMOD 8.5239378e-05
2,563 AnalyticDB: Real-time OLAP Database System at Alibaba Cloud 2019 VLDB 8.412445e-05
3,777 Database Tuning Advisor for Microsoft SQL Server 2005: Demo 2005 SIGMOD 7.1347483e-05
3,892 Massively Parallel Algorithms for Personalized PageRank 2021 VLDB 7.0430255e-05
4,714 Personalized PageRank on Evolving Graphs with an Incremental Index-Update Scheme 2023 SIGMOD 6.5497309e-05
5,741 Efficient Algorithms for Finding Approximate Heavy Hitters in Personalized PageRanks 2018 SIGMOD 6.1029326e-05
7,807 Efficient Approximate Algorithms for Empirical Entropy and Mutual Information 2021 SIGMOD 5.5404259e-05
8,229 Mining Approximate Top-K Subspace Anomalies in Multi-Dimensional Time-Series Data 2007 VLDB 5.4620216e-05
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