Classifier ensemble reduction using a modified firefly algorithm: An empirical evaluation.

•We propose a FA variant for classifier ensemble reduction.•It incorporates both accelerated attractiveness and evading strategies.•The attractiveness search operation is directed by local and global best solutions.•The evading mechanism leads the search to avoid less optimal regions effectively.•It outperforms other search methods for ensemble reduction by a significant margin.