4.6 Review

There and back again: Outlier detection between statistical reasoning and data mining algorithms

相关参考文献

注意:仅列出部分参考文献,下载原文获取全部文献信息。
Article Computer Science, Artificial Intelligence

Outlying property detection with numerical attributes

Fabrizio Angiulli et al.

DATA MINING AND KNOWLEDGE DISCOVERY (2017)

Review Computer Science, Artificial Intelligence

The (black) art of runtime evaluation: Are we comparing algorithms or implementations?

Hans-Peter Kriegel et al.

KNOWLEDGE AND INFORMATION SYSTEMS (2017)

Article Computer Science, Interdisciplinary Applications

Robust estimation of precision matrices under cellwise contamination

G. Tarr et al.

COMPUTATIONAL STATISTICS & DATA ANALYSIS (2016)

Article Computer Science, Artificial Intelligence

Discovering outlying aspects in large datasets

Nguyen Xuan Vinh et al.

DATA MINING AND KNOWLEDGE DISCOVERY (2016)

Article Computer Science, Artificial Intelligence

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

Guilherme O. Campos et al.

DATA MINING AND KNOWLEDGE DISCOVERY (2016)

Article Computer Science, Information Systems

Efficient and flexible algorithms for monitoring distance-based outliers over data streams

Maria Kontaki et al.

INFORMATION SYSTEMS (2016)

Article Computer Science, Information Systems

Less is More: Building Selective Anomaly Ensembles

Shebuti Rayana et al.

ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA (2016)

Article Computer Science, Artificial Intelligence

Mining outlying aspects on numeric data

Lei Duan et al.

DATA MINING AND KNOWLEDGE DISCOVERY (2015)

Article Computer Science, Artificial Intelligence

Mining multidimensional contextual outliers from categorical relational data

Guanting Tang et al.

INTELLIGENT DATA ANALYSIS (2015)

Article Computer Science, Artificial Intelligence

A decomposition of the outlier detection problem into a set of supervised learning problems

Heiko Paulheim et al.

MACHINE LEARNING (2015)

Article Computer Science, Information Systems

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)

Article Computer Science, Artificial Intelligence

Graph based anomaly detection and description: a survey

Leman Akoglu et al.

DATA MINING AND KNOWLEDGE DISCOVERY (2015)

Article Statistics & Probability

An Object-Oriented Framework for Robust Multivariate Analysis

Valentin Todorov et al.

Journal of Statistical Software (2015)

Article Computer Science, Artificial Intelligence

Comparative study of matrix refinement approaches for ensemble clustering

Natthakan Iam-On et al.

MACHINE LEARNING (2015)

Article Computer Science, Artificial Intelligence

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)

Article Computer Science, Artificial Intelligence

Mining Statistically Significant Co-location and Segregation Patterns

Sajib Barua et al.

IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING (2014)

Article Computer Science, Artificial Intelligence

Contextual anomaly detection in crowded surveillance scenes

Michael J. V. Leach et al.

PATTERN RECOGNITION LETTERS (2014)

Review Engineering, Electrical & Electronic

A review of novelty detection

Marco A. F. Pimentel et al.

SIGNAL PROCESSING (2014)

Article Statistics & Probability

Identification of local multivariate outliers

Peter Filzmoser et al.

STATISTICAL PAPERS (2014)

Article Computer Science, Artificial Intelligence

Discovering Characterizations of the Behavior of Anomalous Subpopulations

Fabrizio Angiulli et al.

IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING (2013)

Article Computer Science, Artificial Intelligence

SVDD-based outlier detection on uncertain data

Bo Liu et al.

KNOWLEDGE AND INFORMATION SYSTEMS (2013)

Article Computer Science, Artificial Intelligence

Anomaly Detection for Discrete Sequences: A Survey

Varun Chandola et al.

IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING (2012)

Article Computer Science, Artificial Intelligence

Density-preserving projections for large-scale local anomaly detection

Timothy de Vries et al.

KNOWLEDGE AND INFORMATION SYSTEMS (2012)

Article Computer Science, Information Systems

Isolation-Based Anomaly Detection

Fei Tony Liu et al.

ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA (2012)

Article Computer Science, Artificial Intelligence

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

Arthur Zimek et al.

Statistical Analysis and Data Mining (2012)

Article Computer Science, Artificial Intelligence

Statistical outlier detection using direct density ratio estimation

Shohei Hido et al.

KNOWLEDGE AND INFORMATION SYSTEMS (2011)

Article Computer Science, Artificial Intelligence

Outlier detection

Xiaogang Su et al.

WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY (2011)

Review Computer Science, Artificial Intelligence

Cluster ensembles

Joydeep Ghosh et al.

WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY (2011)

Article Computer Science, Artificial Intelligence

Robust statistics for outlier detection

Peter J. Rousseeuw et al.

WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY (2011)

Review Computer Science, Artificial Intelligence

Ensemble-based classifiers

Lior Rokach

ARTIFICIAL INTELLIGENCE REVIEW (2010)

Article Computer Science, Artificial Intelligence

Distance-based outlier queries in data streams: the novel task and algorithms

Fabrizio Angiulli et al.

DATA MINING AND KNOWLEDGE DISCOVERY (2010)

Article Computer Science, Artificial Intelligence

Spatial neighborhood based anomaly detection in sensor datasets

Vandana P. Janeja et al.

DATA MINING AND KNOWLEDGE DISCOVERY (2010)

Article Statistics & Probability

Multivariate Outlier Detection With High-Breakdown Estimators

Andrea Cerioli

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2010)

Article Computer Science, Information Systems

Distance-Based Outlier Detection: Consolidation and Renewed Bearing

Gustavo H. Orair et al.

PROCEEDINGS OF THE VLDB ENDOWMENT (2010)

Article Computer Science, Theory & Methods

Anomaly detection

Varun Chandola et al.

ACM COMPUTING SURVEYS (2009)

Article Computer Science, Information Systems

Detecting Outlying Properties of Exceptional Objects

Fabrizio Angiulli et al.

ACM TRANSACTIONS ON DATABASE SYSTEMS (2009)

Article Statistics & Probability

PROPAGATION OF OUTLIERS IN MULTIVARIATE DATA

Fatemah Alqallaf et al.

ANNALS OF STATISTICS (2009)

Article Computer Science, Information Systems

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)

Article Computer Science, Hardware & Architecture

In-network detection of anomaly regions in sensor networks with obstacles

Conny Franke et al.

COMPUTER SCIENCE-RESEARCH AND DEVELOPMENT (2009)

Article Statistics & Probability

Detection of outliers

Ali S. Hadi et al.

WILEY INTERDISCIPLINARY REVIEWS-COMPUTATIONAL STATISTICS (2009)

Article Computer Science, Interdisciplinary Applications

Outlier identification in high dimensions

Peter Filzmoser et al.

COMPUTATIONAL STATISTICS & DATA ANALYSIS (2008)

Article Computer Science, Artificial Intelligence

Fast mining of distance-based outliers in high-dimensional datasets

Amol Ghoting et al.

DATA MINING AND KNOWLEDGE DISCOVERY (2008)

Article Mathematical & Computational Biology

Sparse inverse covariance estimation with the graphical lasso

Jerome Friedman et al.

BIOSTATISTICS (2008)

Article Computer Science, Hardware & Architecture

An overview of anomaly detection techniques: Existing solutions and latest technological trends

Animesh Patcha et al.

COMPUTER NETWORKS (2007)

Article Computer Science, Interdisciplinary Applications

Robust estimation for circular data

Claudio Agostinelli

COMPUTATIONAL STATISTICS & DATA ANALYSIS (2007)

Article Computer Science, Artificial Intelligence

On data mining, compression, and Kolmogorov complexity

Christos Faloutsos et al.

DATA MINING AND KNOWLEDGE DISCOVERY (2007)

Article Computer Science, Artificial Intelligence

Conditional anomaly detection

Xiuyao Song et al.

IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING (2007)

Article Computer Science, Artificial Intelligence

Fast distributed outlier detection in mixed-attribute data sets

ME Otey et al.

DATA MINING AND KNOWLEDGE DISCOVERY (2006)

Article Computer Science, Artificial Intelligence

A unifying framework for detecting outliers and change points from time series

J Takeuchi et al.

IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING (2006)

Article Computer Science, Artificial Intelligence

SLOM: a new measure for local spatial outliers

S Chawla et al.

KNOWLEDGE AND INFORMATION SYSTEMS (2006)

Article Computer Science, Artificial Intelligence

Finding centric local outliers in categorical/numerical spaces

JX Yu et al.

KNOWLEDGE AND INFORMATION SYSTEMS (2006)

Article Statistics & Probability

The distribution of robust distances

J Hardin et al.

JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS (2005)

Article Computer Science, Interdisciplinary Applications

Multivariate outlier detection in exploration geochemistry

P Filzmoser et al.

COMPUTERS & GEOSCIENCES (2005)

Article Computer Science, Artificial Intelligence

Outlier mining in large high-dimensional data sets

F Angiulli et al.

IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING (2005)

Article Computer Science, Interdisciplinary Applications

Outlier detection in the multiple cluster setting using the minimum covariance determinant estimator

J Hardin et al.

COMPUTATIONAL STATISTICS & DATA ANALYSIS (2004)

Article Computer Science, Artificial Intelligence

A survey of outlier detection methodologies

VJ Hodge et al.

ARTIFICIAL INTELLIGENCE REVIEW (2004)

Article Computer Science, Artificial Intelligence

Support vector data description

DMJ Tax et al.

MACHINE LEARNING (2004)

Article Computer Science, Artificial Intelligence

On-line unsupervised outlier detection using finite mixtures with discounting learning algorithms

K Yamanishi et al.

DATA MINING AND KNOWLEDGE DISCOVERY (2004)

Article Computer Science, Artificial Intelligence

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)

Article Computer Science, Information Systems

A unified approach to detecting spatial outliers

S Shekhar et al.

GEOINFORMATICA (2003)

Article Computer Science, Artificial Intelligence

Measures of diversity in classifier ensembles and their relationship with the ensemble accuracy

LI Kuncheva et al.

MACHINE LEARNING (2003)

Review Engineering, Electrical & Electronic

Novelty detection: a review - part 1: statistical approaches

M Markou et al.

SIGNAL PROCESSING (2003)

Review Engineering, Electrical & Electronic

Novelty detection: a review - part 2: neural network based approaches

M Markou et al.

SIGNAL PROCESSING (2003)

Article Statistics & Probability

Robust estimates of location and dispersion for high-dimensional datasets

RA Maronna et al.

TECHNOMETRICS (2002)

Article Statistics & Probability

Cluster identification using projections

D Peña et al.

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2001)

Article Computer Science, Hardware & Architecture

Distance-based outliers: algorithms and applications

EM Knorr et al.

VLDB JOURNAL (2000)