Unbalanced breast cancer data classification using novel fitness functions in genetic programming

作者:

Highlights:

• Novel fitness functions F2 score and D score is proposed.

• Proposed fitness functions tackle the problem of unbalanced breast cancer data classification.

• F2 score gives more weight age to minority classes.

摘要

•Novel fitness functions F2 score and D score is proposed.•Proposed fitness functions tackle the problem of unbalanced breast cancer data classification.•F2 score gives more weight age to minority classes.

论文关键词:Breast cancer,Unbalanced data,Genetic programming,Fitness function

论文评审过程:Received 22 February 2019, Revised 2 May 2019, Accepted 7 August 2019, Available online 7 August 2019, Version of Record 21 August 2019.

论文官网地址:https://doi.org/10.1016/j.eswa.2019.112866