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图形神经网络的VC维度具有Pfaffian激活函数

Giuseppe Alessio D'Inverno1, Monica Bianchini1, Franco Scarselli1

  • 1Department of Information Engineering and Mathematics, University of Siena, Via Roma 56, Siena, 53100, Italy.

Neural networks : the official journal of the International Neural Network Society
|November 25, 2024
PubMed
概括

本研究通过将Vapnik-Chervonenkis (VC) 维度分析扩展到sigmoid和hyperbolic触点激活函数来分析图形神经网络 (GNN) 的概括能力. 结果提供了与GNN架构和图形属性相关的理论界限.

关键词:
图形神经网络 图形神经网络在Pfaffian函数中,Pfaffian函数是一个函数.这是一个VC维度.

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