Finding Intensional Knowledge of Distance-Based Outliers

Summary: Introduces intensional knowledge for distance-based outliers, with structural explanations for strongest and weak outliers. Proposes path and semi-lattice sharing of I/O to optimize computation, and shows major I/O reductions and speedups. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 8565
Venue: VLDB
Year: 1999
Pagerank: 8.0608136e-05
Overall Rank: 2,822 | 80.37%
DOI: -

Incoming Non-self Citations Over Time

Authors

1. Edwin M. Knorr
2. Raymond T. Ng

Incoming Citations (Sorted by Pagerank)

Showing 9 of 9 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
161	LOF: Identifying Density-Based Local Outliers	2000	SIGMOD	0.00039846974
701	Efficient Algorithms for Mining Outliers from Large Data Sets	2000	SIGMOD	0.00017938417
2,696	Catching the Best Views of Skyline: A Semantic Approach Based on Decisive Subspaces	2005	VLDB	8.2814799e-05
4,456	AutoOD: Automatic Outlier Detection	2023	SIGMOD	6.1704203e-05
4,552	Outlier Detection for High Dimensional Data	2001	SIGMOD	6.0922282e-05
9,420	Local Search Methods for k-Means with Outliers	2017	VLDB	4.3441378e-05
9,709	Outlier Summarization via Human Interpretable Rules	2024	VLDB	4.299267e-05
9,787	Distance-Based Outlier Detection: Consolidation and Renewed Bearing	2010	VLDB	4.2823546e-05
9,924	On Saving Outliers for Better Clustering over Noisy Data	2021	SIGMOD	4.2544238e-05

Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
13	Mining Association Rules between Sets of Items in Large Databases	1993	SIGMOD	0.0010864752
230	An Interval Classifier for Database Mining Applications	1992	VLDB	0.00032217064
277	Automatic Subspace Clustering of High Dimensional Data for Data Mining Applications	1998	SIGMOD	0.00029311426
744	Beyond Market Baskets: Generalizing Association Rules to Correlations	1997	SIGMOD	0.00017333019
774	Algorithms for Mining Distance-Based Outliers in Large Datasets	1998	VLDB	0.00016865771
1,623	Scalable Techniques for Mining Causal Structures	1998	VLDB	0.00011102927
1,626	Exploratory Mining and Pruning Optimizations of Constrained Association Rules	1998	SIGMOD	0.00011094469

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Overall Rank	Paper	Year	Venue	Pagerank
8,707	Multiple Dynamic Outlier-Detection from a Data Stream by Exploiting Duality of Data and Queries	2021	SIGMOD	4.463922e-05
7,351	Distributed Outlier Detection using Compressive Sensing	2015	SIGMOD	4.7545562e-05
2,629	Online Outlier Detection in Sensor Data Using Non-Parametric Models	2006	VLDB	8.4160309e-05
9,924	On Saving Outliers for Better Clustering over Noisy Data	2021	SIGMOD	4.2544238e-05
3,920	Continuous Outlier Detection in Data Streams: An Extensible Framework and State-Of-The-Art Algorithms	2013	SIGMOD	6.6309693e-05
10,003	Clustering with Set Outliers and Applications in Relational Clustering	2026	PODS	4.1945683e-05
9,787	Distance-Based Outlier Detection: Consolidation and Renewed Bearing	2010	VLDB	4.2823546e-05
11,467	Fast and Exact Outlier Detection in Metric Spaces: A Proximity Graph-based Approach	2021	SIGMOD	4.1945683e-05
701	Efficient Algorithms for Mining Outliers from Large Data Sets	2000	SIGMOD	0.00017938417
774	Algorithms for Mining Distance-Based Outliers in Large Datasets	1998	VLDB	0.00016865771