Abstract: Highlights•A novel manifold-based multi-graph embedding (M2GE) is proposed for semi-supervised classification.•Multi-sampling augmentation is employed to improve the generalization of the model.•M2GE effectively improves the accuracy rate of the semi-supervised classification.
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