Multi-selection of instances: A straightforward way to improve evolutionary instance selection

► We propose a way to improve instance selection selecting instances more than once. ► The method achieves better storage reduction and testing error. ► Large reduction of execution time is also achieved. ► The method is also useful for class-imbalanced problems.