Outlier Removal

Outlier Removal is a data preprocessing technique that fundamentally consists in the identification and exclusion of data points deviating significantly from the majority of observations to prevent undue influence on statistical analyses or machine learning models.

2.1K

Publications

167K

Citations

5.6K

Authors

1.9K

Institutions

Publications per year

2017–2026

779

Parents

Image FilteringOutlier HandlingOutlier Treatment

Publications

2.1K

Robust Regression and Outlier Detection

Gregory F. Piepel, Peter J. Rousseeuw, Annick M. Leroy · Technometrics · 1989 · 6.2K citations

Computing, Data Science, Data Analytics +16

Detecting outliers: Do not use standard deviation around the mean, use absolute deviation around the median

Christophe Leys, Christophe Ley, Olivier Klein et al. · Journal of Experimental Social Psychology · 2013 · 4K citations · Full text

Computing, Data Science, Data Mining +12

Procedures for Detecting Outlying Observations in Samples

Frank E. Grubbs · Technometrics · 1969 · 3.7K citations

Natural Sciences, Mathematics, A/b Testing +12

Robust Recovery of Subspace Structures by Low-Rank Representation

Guangcan Liu, Zhouchen Lin, Shuicheng Yan et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2012 · 3.7K citations · Full text

Computing, Computer Science, Data Mining +12

A Survey of Outlier Detection Methodologies

Jim Austin · Artificial Intelligence Review · 2004 · 3.3K citations · Full text

Computing, Computer Science, Data Science +12

1–5 of 2.1K

Authors

5.6K

PJ
Peter J. Rousseeuw
University of Antwerp, Belgium
13 publications · 8.2K citations
13
h-index
AC
Anthony C. Atkinson
London School of Economics and Political Science, United Kingdom
12 publications · 2.4K citations
12
h-index
BW
Beata Walczak
University of Silesia in Katowice, Poland
9 publications · 457 citations
9
h-index
FA
Fabrizio Angiulli
University of Calabria, Italy
9 publications · 871 citations
9
h-index
KW
Keith Worden
University of Sheffield, United Kingdom
8 publications · 1.3K citations
8
h-index

1–5 of 5.6K

Institutions

1.9K

1–8 of 1.9K

Venues

Technometrics
57 publications · 15.3K citations
32
h-index
Journal of the American Statistical Association
26 publications · 5.1K citations
23
h-index
Computational Statistics & Data Analysis
CSDA · 21 publications · 2.3K citations
20
h-index
Expert Systems with Applications
24 publications · 850 citations
19
h-index
Chemometrics and Intelligent Laboratory Systems
24 publications · 926 citations
18
h-index

1–5