Abstract: Highlights•Learning multiple representations by considering the multiple roles of nodes.•Constructing a persona network that integrates both local and global structures.•Developing a new loss function that takes into account the diverse roles of nodes.•Achieving high performance in link prediction using real-world network datasets.
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