Recommender systems effect on the evolution of users’ choices distribution

作者:

Highlights:

• Simulating users’ choices under the influence of recommender systems.

• Modelling the effect of recommender systems on users’ choice behaviour.

• Simulating five alternative recommender systems.

• Modelling users’ awareness about the catalogue of items.

• Estimating the utility for the choice model with an unbiased rating prediction model.

摘要

•Simulating users’ choices under the influence of recommender systems.•Modelling the effect of recommender systems on users’ choice behaviour.•Simulating five alternative recommender systems.•Modelling users’ awareness about the catalogue of items.•Estimating the utility for the choice model with an unbiased rating prediction model.

论文关键词:Recommender systems,Simulation,Decision making,Choice models

论文评审过程:Received 14 May 2021, Revised 2 September 2021, Accepted 14 September 2021, Available online 4 October 2021, Version of Record 4 October 2021.

论文官网地址:https://doi.org/10.1016/j.ipm.2021.102766