Continuous Outlier Detection in Data Streams: An Extensible Framework and State-Of-The-Art Algorithms

Summary: Extensible, open-source MOA extension for continuous, distance-based outlier detection over data streams. Four online algorithms for streaming outliers, including two novel methods; emphasis on faster runtimes, flexibility, and reduced space. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: h1f0d1b8b07708b6f
Venue: SIGMOD
Year: 2013
Pagerank: 6.888581e-05
Overall Rank: 3,950 | 73.53%
DOI: 10.1145/2463676.2463691

Incoming Non-self Citations Over Time

Authors

1. Dimitrios Georgiadis (Aristotle University of Thessaloniki)
2. Maria Kontaki (Aristotle University of Thessaloniki)
3. Anastasios Gounaris (Aristotle University of Thessaloniki)
4. Apostolos Papadopoulos (Aristotle University of Thessaloniki)
5. Kostas Tsichlas (Aristotle University of Thessaloniki)
6. Yannis Manolopoulos (Aristotle University of Thessaloniki)

BibTeX Citation

@inproceedings{georgiadis_sigmod13,
        title = {{Continuous Outlier Detection in Data Streams: An Extensible Framework and State-Of-The-Art Algorithms}},
        author = {Georgiadis, Dimitrios and Kontaki, Maria and Gounaris, Anastasios and Papadopoulos, Apostolos and Tsichlas, Kostas and Manolopoulos, Yannis},
        series = {{SIGMOD} '13},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2463676.2463691},
        url = {https://dl.acm.org/doi/10.1145/2463676.2463691},
        year = {2013}
}

Incoming Citations (Sorted by Pagerank)

Showing 5 of 5 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
989	Data Cleaning: Overview and Emerging Challenges	2016	SIGMOD	0.00012638176
1,482	Distance-based Outlier Detection in Data Streams	2016	VLDB	0.00010501175
2,553	NETS: Extremely Fast Outlier Detection from a Data Stream via Set-Based Processing	2019	VLDB	8.2846548e-05
3,048	Interactive Outlier Exploration in Big Data Streams	2014	VLDB	7.7012708e-05
7,749	PROUD: PaRallel OUtlier Detection for streams	2020	SIGMOD	5.4450584e-05

Outgoing Citations (Sorted by Pagerank)

Showing 2 of 2 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
56	M-tree: An Efficient Access Method for Similarity Search in Metric Spaces	1997	VLDB	0.0004024707
698	Algorithms for Mining Distance-Based Outliers in Large Datasets	1998	VLDB	0.0001465073

Semantically Similar Papers

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1	2,920	Real-Time Distance-Based Outlier Detection in Data Streams	2021	VLDB
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3	3,048	Interactive Outlier Exploration in Big Data Streams	2014	VLDB
4	6,925	Sharing-Aware Outlier Analytics over High-Volume Data Streams	2016	SIGMOD
5	698	Algorithms for Mining Distance-Based Outliers in Large Datasets	1998	VLDB
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7	10,180	Distance-Based Outlier Detection: Consolidation and Renewed Bearing	2010	VLDB
8	2,364	Online Outlier Detection in Sensor Data Using Non-Parametric Models	2006	VLDB
9	1,482	Distance-based Outlier Detection in Data Streams	2016	VLDB
10	10,483	Adaptive Outlier Detection over Data Stream	2026	SIGMOD