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Isolation Forest - Nanjing University

Isolation Forest Fei Tony Liu, Kai Ming Ting Zhi-Hua Zhou Gippsland School of Information Technology National Key Laboratory Monash University , Victoria, Australia for Novel Software Technology Nanjing University , Nanjing 210093, China Abstract anomalies. Notable examples such as statistical methods [11], classification-based methods [1], and clustering-based Most existing model-based approaches to anomaly de- methods [5] all use this general approach. Two major draw- tection construct a profile of normal instances, then iden- backs of this approach are: (i) the anomaly detector is opti- tify instances that do not conform to the normal profile as mized to profile normal instances, but not optimized to de- anomalies.

Isolation Forest Fei Tony Liu, Kai Ming Ting Gippsland School of Information Technology Monash University, Victoria, Australia {tony.liu},{kaiming.ting}@infotech.monash.edu.au

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