Finding Intensional Knowledge of Distance-Based Outliers

Summary: Introduces intensional knowledge for distance-based outliers, characterizing strongest/weak outliers with structural explanations beyond mere detection. Optimizes discovery via path and semi-lattice sharing, yielding substantial I/O and runtime savings over naive and semi-naive methods. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID: 8756
Venue: VLDB
Year: 1999
Pagerank: 8.2869029e-05
Overall Rank: 2,660 | 81.76%
DOI: -

Incoming Non-self Citations Over Time

Authors

1. Edwin M. Knorr (University of British Columbia)
2. Raymond T. Ng (University of British Columbia)

BibTeX Citation

@article{knorr_vldb99,
        title = {{Finding Intensional Knowledge of Distance-Based Outliers}},
        author = {Knorr, Edwin M. and Ng, Raymond T.},
        journal = {PVLDB},
        series = {{VLDB} '99},
        pages = {211--222},
        year = {1999}
}

Incoming Citations (Sorted by Pagerank)

Showing 9 of 9 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
142	LOF: Identifying Density-Based Local Outliers	2000	SIGMOD	0.0002962566
578	Efficient Algorithms for Mining Outliers from Large Data Sets	2000	SIGMOD	0.00016221871
2,306	Catching the Best Views of Skyline: A Semantic Approach Based on Decisive Subspaces	2005	VLDB	8.7755724e-05
4,062	AutoOD: Automatic Outlier Detection	2023	SIGMOD	6.9309994e-05
4,209	Outlier Detection for High Dimensional Data	2001	SIGMOD	6.8319192e-05
8,802	Outlier Summarization via Human Interpretable Rules	2024	VLDB	5.3685765e-05
9,575	Local Search Methods for k-Means with Outliers	2017	VLDB	5.2528121e-05
9,952	Distance-Based Outlier Detection: Consolidation and Renewed Bearing	2010	VLDB	5.191171e-05
10,065	On Saving Outliers for Better Clustering over Noisy Data	2021	SIGMOD	5.1648805e-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	0.0006567919
304	Automatic Subspace Clustering of High Dimensional Data for Data Mining Applications	1998	SIGMOD	0.00021917388
440	An Interval Classifier for Database Mining Applications	1992	VLDB	0.00018409145
693	Algorithms for Mining Distance-Based Outliers in Large Datasets	1998	VLDB	0.00014918477
711	Beyond Market Baskets: Generalizing Association Rules to Correlations	1997	SIGMOD	0.00014713746
1,535	Exploratory Mining and Pruning Optimizations of Constrained Association Rules	1998	SIGMOD	0.00010463058
1,626	Scalable Techniques for Mining Causal Structures	1998	VLDB	0.00010190299

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3	2,340	Online Outlier Detection in Sensor Data Using Non-Parametric Models	2006	VLDB
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9	578	Efficient Algorithms for Mining Outliers from Large Data Sets	2000	SIGMOD
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