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Outlier Detection for High Dimensional Data

Summary: High-dimensional outlier detection; proximity-based definitions lose meaning in sparse spaces. Projection-based techniques analyze data projections to reveal meaningful outliers, addressing sparsity-induced ambiguity in high-dimensional data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3255
Venue
SIGMOD
Year
2001
Pagerank
6.0922282e-05
Overall Rank
4,552 | 68.34%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 7 of 7 citing papers.

Rank Citing Paper Year Venue Pagerank
2,118 Using Probabilistic Models for Data Management in Acquisitional Environments 2005 CIDR 9.5100739e-05
3,546 Extracting Top-K Insights from Multi-dimensional Data 2017 SIGMOD 6.9870745e-05
5,191 Going Beyond Provenance: Explaining Query Answers with Pattern-based Counterbalances 2019 SIGMOD 5.6378768e-05
5,987 Sampling Cube: A Framework for Statistical OLAP Over Sampling Data 2008 SIGMOD 5.2432535e-05
8,228 Mining Approximate Top-K Subspace Anomalies in Multi-Dimensional Time-Series Data 2007 VLDB 4.5549459e-05
9,420 Local Search Methods for k-Means with Outliers 2017 VLDB 4.3441378e-05
12,040 Interactive Data Mining with 3D-Parallel-Coordinate-Trees 2013 SIGMOD 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 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
27 Efficient and Effective Clustering Methods for Spatial Data Mining 1994 VLDB 0.00080736878
33 BIRCH: An Efficient Data Clustering Method for Very Large Databases 1996 SIGMOD 0.00077324389
161 LOF: Identifying Density-Based Local Outliers 2000 SIGMOD 0.00039846974
277 Automatic Subspace Clustering of High Dimensional Data for Data Mining Applications 1998 SIGMOD 0.00029311426
341 CURE: An Efficient Clustering Algorithm for Large Databases 1998 SIGMOD 0.00026810548
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
1,595 Fast Algorithms for Projected Clustering 1999 SIGMOD 0.00011222442
1,806 Local Dimensionality Reduction: A New Approach to Indexing High Dimensional Spaces 2000 VLDB 0.00010490769
2,019 Finding Generalized Projected Clusters in High Dimensional Spaces 2000 SIGMOD 9.7707059e-05
2,107 What is the nearest neighbor in high dimensional spaces? 2000 VLDB 9.5330494e-05
2,822 Finding Intensional Knowledge of Distance-Based Outliers 1999 VLDB 8.0608136e-05
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2,019 Finding Generalized Projected Clusters in High Dimensional Spaces 2000 SIGMOD 9.7707059e-05
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