Yoon et al., "Persona2vec: a flexible multi-role representations learning framework for graphs" (2021)
2021-03-30 → 2026-08-14
Jisung Yoon, Kai-Cheng Yang, Woo-Sung Jung, and Yong-Yeol Ahn, PeerJ Computer Science 7, e439 (2021)
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@article{yoon2021persona2vec,
author = {Jisung Yoon and Kai-Cheng Yang and Woo-Sung Jung and Yong-Yeol Ahn},
title = {Persona2vec: a flexible multi-role representations learning framework for graphs},
journal = {PeerJ Computer Science},
volume = {7},
pages = {e439},
doi = {10.7717/peerj-cs.439},
archivePrefix = {arXiv},
eprint = {2006.04941},
primaryClass = {cs.SI},
year = {2021},
}
Learns multiple representations for each node from its structural contexts, addressing the multiple roles created by overlapping communities. In link-prediction evaluations, persona2vec was faster and more accurate than the comparison model.
Persona graph, Graph embedding, Overlapping community structure