Data Sketches for Disaggregated Subset Sum and Frequent Item Estimation

Summary: A sketch for disaggregated subset sum and heavy-hitter estimation, unbiased, high-accuracy sums under arbitrary filters. i.i.d. data: consistent heavy-hitter proportions; non-iid: outperforms uniform sampling, rivals priority sampling, with distributed extensions. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: hbdfec118d856e282
Venue: SIGMOD
Year: 2018
Pagerank: 7.8415815e-05
Overall Rank: 2,930 | 80.31%
DOI: 10.1145/3183713.3183759

Incoming Non-self Citations Over Time

Authors

1. Daniel Ting (Tableau Research)

BibTeX Citation

@inproceedings{ting_sigmod18,
        title = {{Data Sketches for Disaggregated Subset Sum and Frequent Item Estimation}},
        author = {Ting, Daniel},
        series = {{SIGMOD} '18},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3183713.3183759},
        url = {https://dl.acm.org/doi/10.1145/3183713.3183759},
        year = {2018}
}

Incoming Citations (Sorted by Pagerank)

Showing 16 of 16 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,465	Pessimistic Cardinality Estimation: Tighter Upper Bounds for Intermediate Join Cardinalities	2019	SIGMOD	0.00010576304
3,980	BurstSketch: Finding Bursts in Data Streams	2021	SIGMOD	6.8788724e-05
6,122	Approximate Distinct Counts for Billions of Datasets	2019	SIGMOD	5.879545e-05
7,180	On-Off Sketch: A Fast and Accurate Sketch on Persistence	2021	VLDB	5.5928753e-05
7,637	Stingy Sketch: A Sketch Framework for Accurate and Fast Frequency Estimation	2022	VLDB	5.477389e-05
7,697	SpaceSaving±: An Optimal Algorithm for Frequency Estimation and Frequent Items in the Bounded-Deletion Model	2022	VLDB	5.4754508e-05
7,873	Double-Anonymous Sketch: Achieving Top-K-fairness for Finding Global Top-K Frequent Items	2023	SIGMOD	5.4357887e-05
8,019	LadderFilter: Filtering Infrequent Items with Small Memory and Time Overhead	2023	SIGMOD	5.4061498e-05
8,035	JoinSketch: A Sketch Algorithm for Accurate and Unbiased Inner-Product Estimation	2023	SIGMOD	5.4025473e-05
8,776	CoopStore: Optimizing Precomputed Summaries for Aggregation	2020	VLDB	5.2800094e-05
9,509	Panakos: Chasing the Tails for Multidimensional Data Streams	2023	VLDB	5.1707704e-05
9,734	CAFE: Towards Compact, Adaptive, and Fast Embedding for Large-scale Recommendation Models	2024	SIGMOD	5.1349531e-05
10,338	Adaptive threshold sampling	2022	SIGMOD	5.0195045e-05
11,114	Pandora: An Efficient and Rapid Solution for Persistence-Based Tasks in High-Speed Data Streams	2025	SIGMOD	4.9793485e-05
11,538	A Universal Sketch for Estimating Heavy Hitters and Per-Element Frequency Moments in Data Streams with Bounded Deletions	2024	SIGMOD	4.9793485e-05
11,871	MinMax Sampling: A Near-optimal Global Summary for Aggregation in the Wide Area	2022	SIGMOD	4.9793485e-05

Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
124	Approximate Frequency Counts over Data Streams	2002	VLDB	0.00030600691
153	New Sampling-Based Summary Statistics for Improving Approximate Query Answers	1998	SIGMOD	0.00028633995
456	Mergeable Summaries	2012	PODS	0.0001791284
750	Join Size Estimation Subject to Filter Conditions	2015	VLDB	0.00014265196
909	Finding Frequent Items in Data Streams	2008	VLDB	0.00013125647
5,499	Time Adaptive Sketches (Ada-Sketches) for Summarizing Data Streams	2016	SIGMOD	6.1034402e-05
7,973	Sketching Unaggregated Data Streams for Subpopulation-Size Queries	2007	PODS	5.4149919e-05

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