Fast and Approximate Stream Mining of Quantiles and Frequencies Using Graphics Processors

Summary: GPU-accelerated, deterministic stream mining of quantiles and frequencies via rasterized sorting for histogram-based epsilon-approx summaries. Co-processor GPU with minimal CPU-GPU data transfer on commodity hardware; supports fixed/variable sliding windows and large streams (>100M values), beating CPU baselines. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 3671
Venue: SIGMOD
Year: 2005
Pagerank: 5.491937e-05
Overall Rank: 5,465 | 62.02%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 8 of 8 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
238	GPUTeraSort: High Performance Graphics Co-processor Sorting for Large Database Management	2006	SIGMOD	0.00031596093
771	Relational Joins on Graphics Processors	2008	SIGMOD	0.00016813054
2,768	Executing Stream Joins on the Cell Processor	2007	VLDB	8.1518597e-05
4,080	Quantiles over Data Streams: An Experimental Study	2013	SIGMOD	6.4619407e-05
7,375	GPUQP: Query Co-Processing Using Graphics Processors	2007	SIGMOD	4.7439007e-05
7,878	Thread Cooperation in Multicore Architectures for Frequency Counting over Multiple Data Streams	2009	VLDB	4.6257581e-05
8,066	Together is Better: Heavy Hitters Quantile Estimation	2023	SIGMOD	4.5899218e-05
8,615	A Case for Graphics-driven Query Processing	2023	VLDB	4.4803479e-05

Outgoing Citations (Sorted by Pagerank)

Showing 14 of 14 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
126	Space-Efficient Online Computation of Quantile Summaries	2001	SIGMOD	0.00044753012
168	Approximate Frequency Counts over Data Streams	2002	VLDB	0.0003915627
274	Approximate Medians and other Quantiles in One Pass and with Limited Memory	1998	SIGMOD	0.00029383266
343	Implementing Database Operations Using SIMD Instructions	2002	SIGMOD	0.00026756534
446	Random Sampling Techniques for Space Efficient Online Computation of Order Statistics of Large Datasets	1999	SIGMOD	0.00023002059
531	Random Sampling for Histogram Construction: How much is enough?	1998	SIGMOD	0.0002079072
846	Approximate Counts and Quantiles over Sliding Windows	2004	PODS	0.00015949293
849	Dynamic Multidimensional Histograms	2002	SIGMOD	0.00015919478
874	What’s Hot and What’s Not: Tracking Most Frequent Items Dynamically	2003	PODS	0.0001568356
1,561	Power-Conserving Computation of Order-Statistics over Sensor Networks	2004	PODS	0.00011349345
1,685	Fast Computation of Database Operations using Graphics Processors	2004	SIGMOD	0.0001090924
2,283	Hardware Acceleration for Spatial Selections and Joins	2003	SIGMOD	9.1138663e-05
2,412	A Super Scalar Sort Algorithm for RISC Processors	1996	SIGMOD	8.8606247e-05
2,767	Hardware Acceleration in Commercial Databases: A Case Study of Spatial Operations	2004	VLDB	8.1550146e-05

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Overall Rank	Paper	Year	Venue	Pagerank
1,586	Augmented Sketch: Faster and More Accurate Stream Processing	2016	SIGMOD	0.00011245213
274	Approximate Medians and other Quantiles in One Pass and with Limited Memory	1998	SIGMOD	0.00029383266
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8,066	Together is Better: Heavy Hitters Quantile Estimation	2023	SIGMOD	4.5899218e-05
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4,080	Quantiles over Data Streams: An Experimental Study	2013	SIGMOD	6.4619407e-05
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