Cross-project software defect prediction based on domain adaptation learning and optimization

作者：

Highlights：

• The learning method of domain adapted is proposed by using KTSVMs.

• The optimization method of domain adaptation is proposed by using IQPSO.

• The proposed CPDP model can match data distributions between different software projects as much as possible.

摘要

•The learning method of domain adapted is proposed by using KTSVMs.•The optimization method of domain adaptation is proposed by using IQPSO.•The proposed CPDP model can match data distributions between different software projects as much as possible.

论文关键词：Software defect prediction,Optimization,Domain adaptation,Cross-project defect prediction,Improved quantum particle swarm optimization

论文评审过程：Received 6 June 2020, Revised 25 December 2020, Accepted 18 January 2021, Available online 26 January 2021, Version of Record 6 February 2021.

论文官网地址：https://doi.org/10.1016/j.eswa.2021.114637