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Fabrizio Angiulli et al.
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Hans-Peter Kriegel et al.
KNOWLEDGE AND INFORMATION SYSTEMS (2017)
Robust estimation of precision matrices under cellwise contamination
G. Tarr et al.
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On the evaluation of unsupervised outlier detection: measures, datasets, and an empirical study
Guilherme O. Campos et al.
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Maria Kontaki et al.
INFORMATION SYSTEMS (2016)
Less is More: Building Selective Anomaly Ensembles
Shebuti Rayana et al.
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Mining outlying aspects on numeric data
Lei Duan et al.
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Mining multidimensional contextual outliers from categorical relational data
Guanting Tang et al.
INTELLIGENT DATA ANALYSIS (2015)
A decomposition of the outlier detection problem into a set of supervised learning problems
Heiko Paulheim et al.
MACHINE LEARNING (2015)
Hierarchical Density Estimates for Data Clustering, Visualization, and Outlier Detection
Ricardo J. G. B. Campello et al.
ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA (2015)
Graph based anomaly detection and description: a survey
Leman Akoglu et al.
DATA MINING AND KNOWLEDGE DISCOVERY (2015)
An Object-Oriented Framework for Robust Multivariate Analysis
Valentin Todorov et al.
Journal of Statistical Software (2015)
Comparative study of matrix refinement approaches for ensemble clustering
Natthakan Iam-On et al.
MACHINE LEARNING (2015)
The blind men and the elephant: on meeting the problem of multiple truths in data from clustering and pattern mining perspectives
Arthur Zimek et al.
MACHINE LEARNING (2015)
Local outlier detection reconsidered: a generalized view on locality with applications to spatial, video, and network outlier detection
Erich Schubert et al.
DATA MINING AND KNOWLEDGE DISCOVERY (2014)
Mining Statistically Significant Co-location and Segregation Patterns
Sajib Barua et al.
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING (2014)
Contextual anomaly detection in crowded surveillance scenes
Michael J. V. Leach et al.
PATTERN RECOGNITION LETTERS (2014)
A review of novelty detection
Marco A. F. Pimentel et al.
SIGNAL PROCESSING (2014)
Identification of local multivariate outliers
Peter Filzmoser et al.
STATISTICAL PAPERS (2014)
Discovering Characterizations of the Behavior of Anomalous Subpopulations
Fabrizio Angiulli et al.
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING (2013)
SVDD-based outlier detection on uncertain data
Bo Liu et al.
KNOWLEDGE AND INFORMATION SYSTEMS (2013)
Anomaly Detection for Discrete Sequences: A Survey
Varun Chandola et al.
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING (2012)
Density-preserving projections for large-scale local anomaly detection
Timothy de Vries et al.
KNOWLEDGE AND INFORMATION SYSTEMS (2012)
Isolation-Based Anomaly Detection
Fei Tony Liu et al.
ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA (2012)
A survey on unsupervised outlier detection in high-dimensional numerical data
Arthur Zimek et al.
Statistical Analysis and Data Mining (2012)
Statistical outlier detection using direct density ratio estimation
Shohei Hido et al.
KNOWLEDGE AND INFORMATION SYSTEMS (2011)
Outlier detection
Xiaogang Su et al.
WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY (2011)
Cluster ensembles
Joydeep Ghosh et al.
WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY (2011)
Robust statistics for outlier detection
Peter J. Rousseeuw et al.
WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY (2011)
Ensemble-based classifiers
Lior Rokach
ARTIFICIAL INTELLIGENCE REVIEW (2010)
Distance-based outlier queries in data streams: the novel task and algorithms
Fabrizio Angiulli et al.
DATA MINING AND KNOWLEDGE DISCOVERY (2010)
Spatial neighborhood based anomaly detection in sensor datasets
Vandana P. Janeja et al.
DATA MINING AND KNOWLEDGE DISCOVERY (2010)
Multivariate Outlier Detection With High-Breakdown Estimators
Andrea Cerioli
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2010)
Distance-Based Outlier Detection: Consolidation and Renewed Bearing
Gustavo H. Orair et al.
PROCEEDINGS OF THE VLDB ENDOWMENT (2010)
Anomaly detection
Varun Chandola et al.
ACM COMPUTING SURVEYS (2009)
Detecting Outlying Properties of Exceptional Objects
Fabrizio Angiulli et al.
ACM TRANSACTIONS ON DATABASE SYSTEMS (2009)
PROPAGATION OF OUTLIERS IN MULTIVARIATE DATA
Fatemah Alqallaf et al.
ANNALS OF STATISTICS (2009)
DOLPHIN: An Efficient Algorithm for Mining Distance-Based Outliers in Very Large Datasets
Fabrizio Angiulli et al.
ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA (2009)
In-network detection of anomaly regions in sensor networks with obstacles
Conny Franke et al.
COMPUTER SCIENCE-RESEARCH AND DEVELOPMENT (2009)
Detection of outliers
Ali S. Hadi et al.
WILEY INTERDISCIPLINARY REVIEWS-COMPUTATIONAL STATISTICS (2009)
Outlier identification in high dimensions
Peter Filzmoser et al.
COMPUTATIONAL STATISTICS & DATA ANALYSIS (2008)
Fast mining of distance-based outliers in high-dimensional datasets
Amol Ghoting et al.
DATA MINING AND KNOWLEDGE DISCOVERY (2008)
Sparse inverse covariance estimation with the graphical lasso
Jerome Friedman et al.
BIOSTATISTICS (2008)
An overview of anomaly detection techniques: Existing solutions and latest technological trends
Animesh Patcha et al.
COMPUTER NETWORKS (2007)
Robust estimation for circular data
Claudio Agostinelli
COMPUTATIONAL STATISTICS & DATA ANALYSIS (2007)
On data mining, compression, and Kolmogorov complexity
Christos Faloutsos et al.
DATA MINING AND KNOWLEDGE DISCOVERY (2007)
Conditional anomaly detection
Xiuyao Song et al.
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING (2007)
Fast distributed outlier detection in mixed-attribute data sets
ME Otey et al.
DATA MINING AND KNOWLEDGE DISCOVERY (2006)
A unifying framework for detecting outliers and change points from time series
J Takeuchi et al.
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING (2006)
SLOM: a new measure for local spatial outliers
S Chawla et al.
KNOWLEDGE AND INFORMATION SYSTEMS (2006)
Finding centric local outliers in categorical/numerical spaces
JX Yu et al.
KNOWLEDGE AND INFORMATION SYSTEMS (2006)
The distribution of robust distances
J Hardin et al.
JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS (2005)
Multivariate outlier detection in exploration geochemistry
P Filzmoser et al.
COMPUTERS & GEOSCIENCES (2005)
Outlier mining in large high-dimensional data sets
F Angiulli et al.
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING (2005)
Outlier detection in the multiple cluster setting using the minimum covariance determinant estimator
J Hardin et al.
COMPUTATIONAL STATISTICS & DATA ANALYSIS (2004)
A survey of outlier detection methodologies
VJ Hodge et al.
ARTIFICIAL INTELLIGENCE REVIEW (2004)
Support vector data description
DMJ Tax et al.
MACHINE LEARNING (2004)
On-line unsupervised outlier detection using finite mixtures with discounting learning algorithms
K Yamanishi et al.
DATA MINING AND KNOWLEDGE DISCOVERY (2004)
Efficient biased sampling for approximate clustering and outlier detection in large data sets
G Kollios et al.
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING (2003)
A unified approach to detecting spatial outliers
S Shekhar et al.
GEOINFORMATICA (2003)
Measures of diversity in classifier ensembles and their relationship with the ensemble accuracy
LI Kuncheva et al.
MACHINE LEARNING (2003)
Novelty detection: a review - part 1: statistical approaches
M Markou et al.
SIGNAL PROCESSING (2003)
Novelty detection: a review - part 2: neural network based approaches
M Markou et al.
SIGNAL PROCESSING (2003)
Robust estimates of location and dispersion for high-dimensional datasets
RA Maronna et al.
TECHNOMETRICS (2002)
Cluster identification using projections
D Peña et al.
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2001)
Distance-based outliers: algorithms and applications
EM Knorr et al.
VLDB JOURNAL (2000)