Attribute grouping-based categorical outlier detection using causal coupling weight

Abstract For high-dimensional datasets, outlier objects can be effectively identified and extracted with the help of the coupling relationship between any two attributes. However, when all the coupling is used directly, there is a phenomenon of pseudo-correlation between attribute values that result...

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Bibliographic Details
Main Authors: Yijing Song, Jianying Liu, Jifu Zhang
Format: Article
Language:English
Published: Springer 2025-04-01
Series:Complex & Intelligent Systems
Subjects:
Online Access:https://doi.org/10.1007/s40747-025-01869-x
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