Abstract: Highlights•EPLE addresses the confirmation bias with a novel evidence-based ensemble strategy.•Dempster–Shafer theory is introduced to integrate diverse predictions reaching more reliable decisions.•Extensive experiments on multiple benchmark datasets validate the superiority of our model.
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