Abstract: Highlights•A new semi-blind source separation method termed minimum variance independent component analysis (MVICA).•A deep neural network-supported implementation of MVICA.•The relationships between MVICA and the existing speech separation approaches.•MVICA outperforms the state-of-the-art BSS techniques and beamformers.
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