Impact of biclustering on the performance of Biclustering based Collaborative Filtering

作者:

Highlights:

• Detailed analysis of the effectiveness and efficiency of biclustering in CF.

• Comparative analysis of BBCF approach with the state of the art CF approaches.

• Highlighting the limitations of BBCF approach.

• The exhaustive experimentation with BBCF approach on two datasets Movielens100K and Jester.

• Discussing the challenges and research avenues in BBCF approach.

摘要

•Detailed analysis of the effectiveness and efficiency of biclustering in CF.•Comparative analysis of BBCF approach with the state of the art CF approaches.•Highlighting the limitations of BBCF approach.•The exhaustive experimentation with BBCF approach on two datasets Movielens100K and Jester.•Discussing the challenges and research avenues in BBCF approach.

论文关键词:Biclustering,Qualitative biclustering (QUBIC),Collaborative Filtering,Scalability,Nearest neighbor biclusters,Degree of overlap

论文评审过程:Received 15 December 2017, Revised 20 May 2018, Accepted 1 June 2018, Available online 5 June 2018, Version of Record 20 July 2018.

论文官网地址:https://doi.org/10.1016/j.eswa.2018.06.001