A biclustering approach based on factor graphs and the max-sum algorithm

作者:

Highlights:

• A novel compact Factor Graph for Biclustering is proposed.

• The approach exploits Max-Sum and the message passing scheme for the optimization.

• Closed form message updates have been derived (derivation included in the paper).

• The proposed method favorably compares with current state-of-the-art.

摘要

Highlights•A novel compact Factor Graph for Biclustering is proposed.•The approach exploits Max-Sum and the message passing scheme for the optimization.•Closed form message updates have been derived (derivation included in the paper).•The proposed method favorably compares with current state-of-the-art.

论文关键词:Biclustering,Coclustering,Factor graphs,Max-sum,Expression data

论文评审过程:Received 25 February 2016, Revised 8 July 2016, Accepted 30 August 2016, Available online 31 August 2016, Version of Record 14 September 2016.

论文官网地址:https://doi.org/10.1016/j.patcog.2016.08.033