Outlier detection based on multisource information fusion in incomplete mixed data

Ran Li, Hongchang Chen, Shuxin Liu, Kai Wang, Shuo Liu, Zhe Su

Abstract: Highlights•Introducing a novel data fusion and outlier detection model MIMDF-USF.•First investigation on multisource incomplete mixed data for outlier detection.•Development of a data fusion model incorporates rough and fuzzy information.•Mining united, similar, and fuzzy multiview information for outlier detection.•Attainment of state-of-the-art performance surpassing baseline methods.