Enabling Smart Data: Noise filtering in Big Data classification.

•We have tackled the problem of noise in Big Data classification.•Two Big Data preprocessing approaches to remove noisy examples are proposed: HME-BD and HTE-BD.•HME-BD is a homogeneous ensemble filter, while HTE-BD is a heterogeneous ensemble filter.•The proposed algorithms constitute a first suitable noise filtering approach in Big Data domains.