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: 5480
Venue: SIGMOD
Year: 2018
Pagerank: 7.2899198e-05
Overall Rank: 3,273 | 77.26%
DOI: 10.1145/3183713.3183759

Incoming Non-self Citations Over Time

Authors

1. Daniel Ting

Incoming Citations (Sorted by Pagerank)

Showing 16 of 16 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
2,143	Pessimistic Cardinality Estimation: Tighter Upper Bounds for Intermediate Join Cardinalities	2019	SIGMOD	9.4437798e-05
3,755	BurstSketch: Finding Bursts in Data Streams	2021	SIGMOD	6.7822789e-05
6,243	Approximate Distinct Counts for Billions of Datasets	2019	SIGMOD	5.1348218e-05
6,791	On-Off Sketch: A Fast and Accurate Sketch on Persistence	2021	VLDB	4.9204179e-05
7,731	Double-Anonymous Sketch: Achieving Top-K-fairness for Finding Global Top-K Frequent Items	2023	SIGMOD	4.6612382e-05
7,873	LadderFilter: Filtering Infrequent Items with Small Memory and Time Overhead	2023	SIGMOD	4.6263724e-05
8,203	SpaceSaving±: An Optimal Algorithm for Frequency Estimation and Frequent Items in the Bounded-Deletion Model	2022	VLDB	4.5552628e-05
8,246	Stingy Sketch: A Sketch Framework for Accurate and Fast Frequency Estimation	2022	VLDB	4.5462498e-05
8,669	CoopStore: Optimizing Precomputed Summaries for Aggregation	2020	VLDB	4.4667395e-05
9,079	JoinSketch: A Sketch Algorithm for Accurate and Unbiased Inner-Product Estimation	2023	SIGMOD	4.3956812e-05
9,230	Panakos: Chasing the Tails for Multidimensional Data Streams	2023	VLDB	4.3650857e-05
9,408	CAFE: Towards Compact, Adaptive, and Fast Embedding for Large-scale Recommendation Models	2024	SIGMOD	4.3399748e-05
9,961	Adaptive threshold sampling	2022	SIGMOD	4.2254157e-05
10,397	Pandora: An Efficient and Rapid Solution for Persistence-Based Tasks in High-Speed Data Streams	2025	SIGMOD	4.1905499e-05
10,986	A Universal Sketch for Estimating Heavy Hitters and Per-Element Frequency Moments in Data Streams with Bounded Deletions	2024	SIGMOD	4.1905499e-05
11,366	MinMax Sampling: A Near-optimal Global Summary for Aggregation in the Wide Area	2022	SIGMOD	4.1905499e-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
168	Approximate Frequency Counts over Data Streams	2002	VLDB	0.0003915627
184	New Sampling-Based Summary Statistics for Improving Approximate Query Answers	1998	SIGMOD	0.00036655704
398	Mergeable Summaries	2012	PODS	0.00024383201
831	Finding Frequent Items in Data Streams	2008	VLDB	0.00016094846
1,194	Join Size Estimation Subject to Filter Conditions	2015	VLDB	0.00013411666
5,510	Time Adaptive Sketches (Ada-Sketches) for Summarizing Data Streams	2016	SIGMOD	5.4704702e-05
7,545	Sketching Unaggregated Data Streams for Subpopulation-Size Queries	2007	PODS	4.7099128e-05

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4,239	Statistical Analysis of Sketch Estimators	2007	SIGMOD	6.3273184e-05
6,243	Approximate Distinct Counts for Billions of Datasets	2019	SIGMOD	5.1348218e-05
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1,065	Processing Complex Aggregate Queries over Data Streams	2002	SIGMOD	0.00014344675
10,986	A Universal Sketch for Estimating Heavy Hitters and Per-Element Frequency Moments in Data Streams with Bounded Deletions	2024	SIGMOD	4.1905499e-05
12,116	Space-Efficient Estimation of Statistics over Sub-Sampled Streams	2012	PODS	4.1905499e-05
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3,391	Estimating Statistical Aggregates on Probabilistic Data Streams	2007	PODS	7.1427968e-05
3,930	Tighter Estimation using Bottom-k Sketches	2008	VLDB	6.6195837e-05
12,352	Composable, Scalable, and Accurate Weight Summarization of Unaggregated Data Sets	2009	VLDB	4.1905499e-05