Querying and Mining Data Streams: You Only Get One Look

Summary: One-pass, memory-bounded stream processing using concise synopses (samples, histograms, sketches, wavelets) to enable online query answering. Tutorial-style synthesis of core streaming results, online query use of summaries, and future directions in data-stream mining. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 3410
Venue: SIGMOD
Year: 2002
Pagerank: 0.00013213129
Overall Rank: 1,222 | 91.51%
DOI: -

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 13 of 13 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
194	Query Processing, Resource Management, and Approximation in a Data Stream Management System	2003	CIDR	0.00035426067
288	Storm @Twitter	2014	SIGMOD	0.00028939871
824	Twitter Heron: Stream Processing at Scale	2015	SIGMOD	0.0001623129
1,472	Space Efficient Mining of Multigraph Streams	2005	PODS	0.00011828662
2,282	Summarizing and Mining Inverse Distributions on Data Streams via Dynamic Inverse Sampling	2005	VLDB	9.1073603e-05
3,041	Sketching Probabilistic Data Streams	2007	SIGMOD	7.6697078e-05
3,102	Processing Set Expressions over Continuous Update Streams	2003	SIGMOD	7.5586568e-05
3,486	Holistic UDAFs at Streaming Speeds	2004	SIGMOD	7.0502199e-05
4,673	Continuous Analytics: Rethinking Query Processing in a Network-Effect World	2009	CIDR	6.0058653e-05
4,712	Accelerating Approximate Aggregation Queries with Expensive Predicates	2021	VLDB	5.9787986e-05
6,342	A Regression-Based Temporal Pattern Mining Scheme for Data Streams	2003	VLDB	5.1034654e-05
9,663	Multiscale Histograms: Summarizing Topological Relations in Large Spatial Datasets	2003	VLDB	4.3089103e-05
11,853	Scalable Approximate Query Tracking over Highly Distributed Data Streams	2016	SIGMOD	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 0 of 0 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
194	Query Processing, Resource Management, and Approximation in a Data Stream Management System	2003	CIDR	0.00035426067
13,578	Scheduling Continuous Queries in Data Stream Management Systems	2008	VLDB	-
7,282	Update-Pattern-Aware Modeling and Processing of Continuous Queries	2005	SIGMOD	4.776631e-05
13,667	Offline and Data Stream algorithms for efficient computation of synopsis structures	2005	VLDB	-
8,981	Data Stream Warehousing	2013	SIGMOD	4.4167397e-05
13,767	Data Streams: Fresh Current or Stagnant Backwater? (Panel)	2002	SIGMOD	-
1,064	Processing Complex Aggregate Queries over Data Streams	2002	SIGMOD	0.00014356481
43	Models and Issues in Data Stream Systems	2002	PODS	0.00072723062
5,038	Data Stream Query Processing: A Tutorial	2003	VLDB	5.7432219e-05
7,334	Streaming in a Connected World: Querying and Tracking Distributed Data Streams	2007	SIGMOD	4.7604215e-05