Outlier Mining Methods Based on Graph Structure Analysis

Outlier detection in high-dimensional datasets is a fundamental and challenging problem across disciplines that has also practical implications, as removing outliers from the training set improves the performance of machine learning algorithms. While many outlier mining algorithms have been proposed...

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Bibliographic Details
Main Authors: Pablo Amil, Nahuel Almeira, Cristina Masoller
Format: Article
Language:English
Published: Frontiers Media S.A. 2019-11-01
Series:Frontiers in Physics
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/fphy.2019.00194/full