Abstract: Highlights•Extracting dynamic multiples interests from dual-scale sequential patterns.•Constructing two types of hypergraphs to model global multi-order multi-behavior dependencies.•Fusion of sequential and hypergraph information to learn purchase-oriented preferences.
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