Archetype analysis: A new subspace outlier detection approach

作者:

Highlights:

• Archetype analysis combined with proximity-based techniques for anomaly detection.

• Experimental results in a large comparison show good performance of the new method.

• Outlier analysis of a novel data set of foot measurements for improving footwear.

摘要

•Archetype analysis combined with proximity-based techniques for anomaly detection.•Experimental results in a large comparison show good performance of the new method.•Outlier analysis of a novel data set of foot measurements for improving footwear.

论文关键词:Archetypal analysis,Unsupervised anomaly detection,Nearest neighbors,Ensembles,Multivariate outlier detection,Footwear

论文评审过程:Received 12 January 2020, Revised 27 January 2021, Accepted 2 February 2021, Available online 6 February 2021, Version of Record 9 February 2021.

论文官网地址:https://doi.org/10.1016/j.knosys.2021.106830