Abstract: Highlights•A multi-attribute brain network is constructed considering functional information.•A multi-attribute graph kernel considering functional similarity is proposed.•A multi-attribute hypergraph kernel considering high-order interaction is proposed.•Experiments prove the superior performance of the proposed methods.
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