Abstract: Highlights•Crowdsourcing provides an effective way to collect labels from crowd workers.•Label integration aims to infer each instance’s true label.•This paper proposes a three-way decision-based label integration algorithm.•The extensive experiments validate the effectiveness of the proposed algorithm.
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