Abstract: Highlights•Two alternative sampling methods are provided to collect the structural information, and then a statistical technique is employed to generate a fused graph.•An efficient graph generation framework has been developed to construct graphs in multi-view learning.•Comprehensive evaluations of six real-world datasets show the superiority of the proposed framework.
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