Abstract: Highlights•We propose a novel unsupervised DR method to work on non-linear Grassmann manifold.•We jointly learn the mapping and local structure to alleviate the effect of noise.•We further measure the distance for Grassmann manifold in terms of F-norm.•The experimental results demonstrate the effectiveness of the proposed model.
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