A hierarchical multi-agent architecture based on virtual identities to explain black-box personalization policies

作者:

Highlights:

• Associative user-content patterns are extracted from hyper-personalization policies.

• The proposed system serves as a mediator between users and personalization policies.

• Real users are represented within the system by artificial virtual identities.

• The extracted patterns can be used to produce better responses for the user.

摘要

•Associative user-content patterns are extracted from hyper-personalization policies.•The proposed system serves as a mediator between users and personalization policies.•Real users are represented within the system by artificial virtual identities.•The extracted patterns can be used to produce better responses for the user.

论文关键词:Multi-agent system,Virtual identities,Personalization

论文评审过程:Received 15 January 2020, Revised 29 June 2021, Accepted 4 August 2021, Available online 10 August 2021, Version of Record 12 August 2021.

论文官网地址:https://doi.org/10.1016/j.eswa.2021.115731