Latent Correlation Embedded Discriminative Multi-Modal Data Fusion

•A discriminative multi-modal dimensionality reduction method is proposed.•It considers the sample-level contributions to the fusion learning model.•A cognitive driven learning method is applied to solving the non-convex fusion model.•Experimental results demonstrate the superiority of the proposed method.