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: 3472
Venue: SIGMOD
Year: 2002
Pagerank: 0.00011377527
Overall Rank: 1,274 | 91.27%
DOI: 10.1145/564691.564794

Incoming Non-self Citations Over Time

Authors

1. Minos Garofalakis (AT&T)
2. Johannes Gehrke (Cornell University)
3. Rajeev Rastogi (AT&T)

BibTeX Citation

@inproceedings{garofalakis_sigmod02,
        title = {{Querying and Mining Data Streams: You Only Get One Look}},
        author = {Garofalakis, Minos and Gehrke, Johannes and Rastogi, Rajeev},
        series = {{SIGMOD} '02},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/564691.564794},
        url = {https://dl.acm.org/doi/10.1145/564691.564794},
        year = {2002}
}

Incoming Citations (Sorted by Pagerank)

Showing 13 of 13 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
150	Query Processing, Resource Management, and Approximation in a Data Stream Management System	2003	CIDR	0.00029208207
220	Storm @Twitter	2014	SIGMOD	0.00024244587
612	Twitter Heron: Stream Processing at Scale	2015	SIGMOD	0.0001573018
2,013	Space Efficient Mining of Multigraph Streams	2005	PODS	9.3068345e-05
2,128	Summarizing and Mining Inverse Distributions on Data Streams via Dynamic Inverse Sampling	2005	VLDB	9.1271562e-05
2,697	Sketching Probabilistic Data Streams	2007	SIGMOD	8.2451054e-05
3,044	Holistic UDAFs at Streaming Speeds	2004	SIGMOD	7.820774e-05
3,197	Processing Set Expressions over Continuous Update Streams	2003	SIGMOD	7.6439415e-05
3,907	Accelerating Approximate Aggregation Queries with Expensive Predicates	2021	VLDB	7.0278233e-05
4,583	Continuous Analytics: Rethinking Query Processing in a Network-Effect World	2009	CIDR	6.6191659e-05
6,305	A Regression-Based Temporal Pattern Mining Scheme for Data Streams	2003	VLDB	5.9204295e-05
9,825	Multiscale Histograms: Summarizing Topological Relations in Large Spatial Datasets	2003	VLDB	5.2143223e-05
12,054	Scalable Approximate Query Tracking over Highly Distributed Data Streams	2016	SIGMOD	5.093636e-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

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