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: 6.9083867e-05
Overall Rank: 3,946 | 73.48%
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
1,043	Data Cleaning: Overview and Emerging Challenges	2016	SIGMOD	0.00012335114
1,480	Distance-based Outlier Detection in Data Streams	2016	VLDB	0.00010540994
2,547	NETS: Extremely Fast Outlier Detection from a Data Stream via Set-Based Processing	2019	VLDB	8.3160201e-05
3,043	Interactive Outlier Exploration in Big Data Streams	2014	VLDB	7.7212998e-05
7,730	PROUD: PaRallel OUtlier Detection for streams	2020	SIGMOD	5.4657044e-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	0.00040370171
695	Algorithms for Mining Distance-Based Outliers in Large Datasets	1998	VLDB	0.00014702685

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	2,907	Real-Time Distance-Based Outlier Detection in Data Streams	2021	VLDB
2	9,811	Fast and Exact Outlier Detection in Metric Spaces: A Proximity Graph-based Approach	2021	SIGMOD
3	3,043	Interactive Outlier Exploration in Big Data Streams	2014	VLDB
4	6,904	Sharing-Aware Outlier Analytics over High-Volume Data Streams	2016	SIGMOD
5	695	Algorithms for Mining Distance-Based Outliers in Large Datasets	1998	VLDB
6	8,242	Multiple Dynamic Outlier-Detection from a Data Stream by Exploiting Duality of Data and Queries	2021	SIGMOD
7	10,139	Distance-Based Outlier Detection: Consolidation and Renewed Bearing	2010	VLDB
8	2,359	Online Outlier Detection in Sensor Data Using Non-Parametric Models	2006	VLDB
9	1,480	Distance-based Outlier Detection in Data Streams	2016	VLDB
10	10,405	Adaptive Outlier Detection over Data Stream	2026	SIGMOD