A BA-based algorithm for parameter optimization of Support Vector Machine.

•SVM in the framework of classification was highlighted.•Bat Algorithm (BA) was proposed to search for SVM parameters.•The proposed algorithm was applied on nine standard classification datasets.•The results demonstrated lower classification error rates.