A novel top-n recommendation method for multi-criteria collaborative filtering

作者:

Highlights:

• Novel multi-criteria top-n RS based on a new neighborhood selection process (NSP) is developed.

• The new NSP based on the different properties of the products is applied using entropy and ARM.

• Effective analysis of products and users has improved the quality of the RS.

• The criteria weighting is carried out using entropy.

摘要

•Novel multi-criteria top-n RS based on a new neighborhood selection process (NSP) is developed.•The new NSP based on the different properties of the products is applied using entropy and ARM.•Effective analysis of products and users has improved the quality of the RS.•The criteria weighting is carried out using entropy.

论文关键词:Multi-criteria,Top-n recommender system,Intuitionistic fuzzy set,Entropy,Preference model

论文评审过程:Received 14 March 2021, Revised 17 December 2021, Accepted 18 February 2022, Available online 5 March 2022, Version of Record 9 March 2022.

论文官网地址:https://doi.org/10.1016/j.eswa.2022.116695