Evidential reasoning for preprocessing uncertain categorical data for trustworthy decisions: An application on healthcare and finance

作者：

Highlights：

• Uncertainty in decision-making systems by categorical data.

• Preprocessing incomplete and ambiguous categorical attributes.

• Uncertainty due to lack of pre-modelling explainability.

• Subjective expert preference over a piece of evidence in categorical attribute.

摘要

•Uncertainty in decision-making systems by categorical data.•Preprocessing incomplete and ambiguous categorical attributes.•Uncertainty due to lack of pre-modelling explainability.•Subjective expert preference over a piece of evidence in categorical attribute.

论文关键词：Categorical,Uncertainty,Decision-making,Evidential reasoning,Trustworthy

论文评审过程：Received 7 December 2020, Revised 16 May 2021, Accepted 10 July 2021, Available online 21 July 2021, Version of Record 2 August 2021.

论文官网地址：https://doi.org/10.1016/j.eswa.2021.115597