Theoretical Investigation on Inductive Bias of Isolation Forest
对隔离森林归纳偏置的理论研究
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。