On the evaluation of unsupervised outlier detection: measures, datasets, and an empirical study

Reverse Nearest Neighbors in Unsupervised Distance-Based Outlier Detection

(2015) Milos Radovanovic et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Graph based anomaly detection and description: a survey

(2014) Leman Akoglu et al.   DATA MINING AND KNOWLEDGE DISCOVERY

The blind men and the elephant: on meeting the problem of multiple truths in data from clustering and pattern mining perspectives

(2013) Arthur Zimek et al.   MACHINE LEARNING

Local outlier detection reconsidered: a generalized view on locality with applications to spatial, video, and network outlier detection

(2012) Erich Schubert et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Mass estimation

(2012) Kai Ming Ting et al.   MACHINE LEARNING

A survey on unsupervised outlier detection in high-dimensional numerical data

(2012) Arthur Zimek et al.   Statistical Analysis and Data Mining

Density-preserving projections for large-scale local anomaly detection

(2011) Timothy de Vries et al.   KNOWLEDGE AND INFORMATION SYSTEMS

Relative clustering validity criteria: A comparative overview

(2010) Lucas Vendramin et al.   Statistical Analysis and Data Mining

Anomaly detection

(2009) Varun Chandola et al.   ACM COMPUTING SURVEYS

Clustering high-dimensional data

(2009) Hans-Peter Kriegel et al.   ACM Transactions on Knowledge Discovery from Data