Learning Representations by Graphical Mutual Information Estimation and Maximization

The rich content in various real-world networks such as social networks, biological networks, and communication networks provides unprecedented opportunities for unsupervised machine learning on graphs. This paper investigates the fundamental problem of preserving and extracting abundant information...

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Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 45(2023), 1 vom: 01. Jan., Seite 722-737
1. Verfasser: Peng, Zhen (VerfasserIn)
Weitere Verfasser: Luo, Minnan, Huang, Wenbing, Li, Jundong, Zheng, Qinghua, Sun, Fuchun, Huang, Junzhou
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2023
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article