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Outlier Detection

2009
Knowledge discovery in databases (KDD) is a nontrivial process of detecting valid, novel, potentially useful and ultimately understandable patterns in data (Fayyad, Piatetsky-Shapiro, Smyth & Uthurusamy, 1996). In general KDD tasks can be classified into four categories i) Dependency detection, ii) Class identification, iii) Class description and ...
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Robust Regression and Outlier Detection

Wiley Series in Probability and Statistics, 2005
P. Rousseeuw, A. Leroy
semanticscholar   +1 more source

Cross-Outlier Detection

2003
The problem of outlier detection has been studied in the context of several domains and has received attention from the database research community. To the best of our knowledge, work up to date focuses exclusively on the problem as follows [10]: “given a single set of observations in some space, find those that deviate so as to arouse suspicion that ...
Spiros Papadimitriou, Christos Faloutsos
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Outlier Detection

2013
Mohiuddin Ahmed   +2 more
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A Review on Outlier/Anomaly Detection in Time Series Data

ACM Computing Surveys, 2022
Angel Conde, Jose A A Lozano
exaly  

Outlier Detection

ACM Computing Surveys, 2021
Azzedine Boukerche, Omar Alfandi
exaly  

Outlier detection

2023
Jiawei Han, Jian Pei, Hanghang Tong
openaire   +1 more source

A survey of outlier detection in high dimensional data streams

Computer Science Review, 2022
Imen Souiden   +2 more
semanticscholar   +1 more source

Supervised Outlier Detection

2012
The discussions in the previous chapters focus on the problem of unsupervised outlier detection in which no prior information is available about the abnormalities in the data. In such scenarios, many of the anomalies found correspond to noise or other uninteresting phenomena.
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Graph autoencoder-based unsupervised outlier detection

Information Sciences, 2022
Xusheng Du   +4 more
semanticscholar   +1 more source

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