Impact of metrics on biclustering solution and quality: A review
作者：
Highlights：
• We present a biclusters evaluation flowchart until their validation.
• Survey of 7 major groups of measures and their impact on coherence and structure.
• Less common evaluation measures, including statistical and theoretical, are covered.
• No single measure can assess all bicluster types regardless of the data structure.
• A structured view on the limitations arising in the development of algorithms.
摘要
•We present a biclusters evaluation flowchart until their validation.•Survey of 7 major groups of measures and their impact on coherence and structure.•Less common evaluation measures, including statistical and theoretical, are covered.•No single measure can assess all bicluster types regardless of the data structure.•A structured view on the limitations arising in the development of algorithms.
论文关键词：Merit functions,Biclustering evaluation,Biclustering validation,Bicluster discovery,Systematic review
论文评审过程：Received 19 March 2021, Revised 31 January 2022, Accepted 24 February 2022, Available online 2 March 2022, Version of Record 9 March 2022.
论文官网地址：https://doi.org/10.1016/j.patcog.2022.108612
