A benchmark study on the effectiveness of search-based data selection and feature selection for cross project defect prediction.

•GIS significantly improves CPDP benchmarks based on multiple tests.•GIS has a comparable performance to WPDP benchmarks and it does not require even limited WP data.•Search based instance selection combined with feature selection can effectively improve defect prediction performances.