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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
h18ad0eb061dcd983
Venue
SIGMOD
Year
2023
Pagerank
4.9793485e-05
Overall Rank
11,732 | 21.13%
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.

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52 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00041219077
175 Simple Random Sampling from Relational Databases 1986 VLDB 0.00026784195
233 Amazon Redshift and the Case for Simpler Data Warehouses 2015 SIGMOD 0.00023783585
395 SeeDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics 2015 VLDB 0.00019165452
473 Sampling Large Databases for Association Rules 1996 VLDB 0.00017673931
575 Efficient Transaction Processing in SAP HANA Database – The End of a Column Store Myth 2012 SIGMOD 0.00016132182
784 VerdictDB: Universalizing Approximate Query Processing 2018 SIGMOD 0.00014012614
984 User-adaptive exploration of multidimensional data 2000 VLDB 0.00012686375
1,445 Finding and Approximating Top-k Answers in Keyword Proximity Search 2006 PODS 0.0001063035
1,496 MonetDB/XQuery: A Fast XQuery Processor Powered by a Relational Engine 2006 SIGMOD 0.00010482718
1,547 Data Warehouse Configuration 1997 VLDB 0.00010292395
1,948 VizDeck: Self-Organizing Dashboards for Visual Analytics 2012 SIGMOD 9.3212031e-05
1,977 Data Wrangling: The Challenging Journey from the Wild to the Lake 2015 CIDR 9.2730808e-05
2,258 HubPPR: Effective Indexing for Approximate Personalized PageRank 2017 VLDB 8.7385422e-05
2,446 Azure Data Lake Store: A Hyperscale Distributed File Service for Big Data Analytics 2017 SIGMOD 8.4547121e-05
2,484 AnalyticDB: Real-time OLAP Database System at Alibaba Cloud 2019 VLDB 8.3993882e-05
3,844 Database Tuning Advisor for Microsoft SQL Server 2005: Demo 2005 SIGMOD 6.9871379e-05
3,977 Massively Parallel Algorithms for Personalized PageRank 2021 VLDB 6.8850687e-05
4,264 Personalized PageRank on Evolving Graphs with an Incremental Index-Update Scheme 2023 SIGMOD 6.6978776e-05
5,859 Efficient Algorithms for Finding Approximate Heavy Hitters in Personalized PageRanks 2018 SIGMOD 5.9682458e-05
7,965 Efficient Approximate Algorithms for Empirical Entropy and Mutual Information 2021 SIGMOD 5.4161136e-05
8,401 Mining Approximate Top-K Subspace Anomalies in Multi-Dimensional Time-Series Data 2007 VLDB 5.3394685e-05
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