Abstract: Highlights•A new reconstruction method is developed to explore the local kernel structure.•A heat diffusion method is developed to exploit the global kernel structure.•A new sequential MKC method is proposed to explore and exploit kernel structure.•The experimental results show both the effectiveness and efficiency of our method.
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