Adaptive graph weighting for multi-view dimensionality reduction.

•We presented an adaptive graph weighting scheme to conduct semi-supervised multi-view dimensional reduction.•Our proposed scheme can be well extended to an unsupervised version within a unified framework.•Extensive experiments on varying benchmarks illustrate that our proposed scheme is superior to several state-of-the-arts.