A multi-view method of scientific paper classification via heterogeneous graph embeddings

The classification task of scientific papers can be implemented based on contents or citations. In order to improve the performance on this task, we express papers as nodes and integrate scientific papers’ contents and citations into a heterogeneous graph. It has two types of edges. One type represe...

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Veröffentlicht in:	Scientometrics 2022-08, Vol.127 (8), p.4847-4872
Hauptverfasser:	Lv, Yiqin, Xie, Zheng, Zuo, Xiaojing, Song, Yiping
Format:	Artikel
Sprache:	eng
Schlagworte:	Classification Computer Science Decision trees Graph theory Information Storage and Retrieval Library Science Multilayer perceptrons Nodes Scientific papers Vector spaces
Online-Zugang:	Volltext
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