HNS: hierarchical negative sampling for network representation learning

DOI10.1016/j.ins.2020.07.015zbMath1475.68235OpenAlexW3172010853MaRDI QIDQ2053869

Junyang Chen, Wei Wang, Zhiguo Gong, Wei-Wen Liu

Publication date: 30 November 2021

Published in: Information Sciences (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.ins.2020.07.015

zbMATH Keywords

hierarchical negative samplingnetwork embeddingsnetwork representation learning

Mathematics Subject Classification ID

Sampling theory, sample surveys (62D05) Learning and adaptive systems in artificial intelligence (68T05) Graph theory (including graph drawing) in computer science (68R10)

Uses Software

• LIBLINEAR
• word2vec
• node2vec
• ArnetMiner
• struc2vec
• DeepWalk
• LINE

Cites Work

• Unnamed Item
• Unnamed Item
• Simple statistical gradient-following algorithms for connectionist reinforcement learning
• 10.1162/jmlr.2003.3.4-5.993

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