Assessing the effectiveness of a three-way decision-making framework with multiple features in simulating human judgement of opinion classification

作者:

Highlights:

• In opinion classification, judgements are based on relevance.

• We handle the problem of deciding the relevant class of opinions using three-way decisions.

• Use three-way decision to solve human judgements of complicated opinion classification.

• In machine learning, we automate the uncertain decision-making process using a cognitive system.

摘要

•In opinion classification, judgements are based on relevance.•We handle the problem of deciding the relevant class of opinions using three-way decisions.•Use three-way decision to solve human judgements of complicated opinion classification.•In machine learning, we automate the uncertain decision-making process using a cognitive system.

论文关键词:3WOC,Information processing,Decision-making,Three-way decision,Semantic features,Fuzzy features

论文评审过程:Received 16 September 2021, Revised 4 November 2021, Accepted 8 November 2021, Available online 7 January 2022, Version of Record 7 January 2022.

论文官网地址:https://doi.org/10.1016/j.ipm.2021.102823