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作者

Zhi-Hua Zhou

Machine Learning

2026-01-28 至 2026-01-28 共收录 1
2505.12825 2026-01-28 cs.LG stat.ML

Theoretical Investigation on Inductive Bias of Isolation Forest

对隔离森林归纳偏置的理论研究

Qin-Cheng Zheng, Shao-Qun Zhang, Shen-Huan Lyu, Yuan Jiang, Zhi-Hua Zhou

机构 * National Key Laboratory for Novel Software Technology, Nanjing University, China(新型软件技术国家实验室,南京大学) School of Artificial Intelligence, Nanjing University, China(人工智能学院,南京大学) School of Intelligence Science and Technology, Nanjing University, China(智能科学与技术学院,南京大学) College of Computer and Information, Hohai University, China(计算机与信息学院,河海大学) Key Laboratory of Water Resources Big Data Technology of Ministry of Water Resources, Hohai University, China(水利部水资源大数据技术重点实验室,河海大学)

AI总结 本文通过理论分析揭示了隔离森林在异常检测中的归纳偏置,指出其对中心异常的低敏感性和较高的参数适应性。

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