Rough set-inspired isolation forest

This paper presents an innovative approach to anomaly detection, combining the Isolation Forest method with Zdzisław Pawlak's rough set theory. The core methodology involves modifying the structure of binary trees used in Isolation Forests, allowing nodes to have more than the usual two childre...

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Vydané v:	Information sciences Ročník 718; s. 122390
Hlavní autori:	Rachwał, Albert, Karczmarek, Paweł, Rachwał, Alicja
Médium:	Journal Article
Jazyk:	English
Vydavateľské údaje:	Elsevier Inc 01.11.2025
Predmet:	Anomaly detection Binary trees Isolation forest Pattern recognition Rough set theory Tree algorithms Tree algorithms Rough set theory Isolation forest Pattern recognition Anomaly detection Binary trees
ISSN:	0020-0255
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