DeRec: A data-driven approach to accurate recommendation with deep learning and weighted loss function

作者:

Highlights:

• We proposed a deep learning approach to predicting users’ interest for recommendation.

• We proposed two strategies and a weighted loss function for accurate recommendation.

• Experimental results demonstrate the effectiveness of the proposed approach.

摘要

•We proposed a deep learning approach to predicting users’ interest for recommendation.•We proposed two strategies and a weighted loss function for accurate recommendation.•Experimental results demonstrate the effectiveness of the proposed approach.

论文关键词:DeRec,Data-driven approach,Deep neural network,Recommender system,Weighted loss function

论文评审过程:Received 27 February 2018, Revised 29 June 2018, Accepted 2 August 2018, Available online 3 August 2018, Version of Record 11 August 2018.

论文官网地址:https://doi.org/10.1016/j.elerap.2018.08.001