Implicit Regularization of Dropout

It is important to understand how dropout, a popular regularization method, aids in achieving a good generalization solution during neural network training. In this work, we present a theoretical derivation of an implicit regularization of dropout, which is validated by a series of experiments. Addi...

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Publié dans:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 46(2024), 6 vom: 01. Juni, Seite 4206-4217
Auteur principal: Zhang, Zhongwang (Auteur)
Autres auteurs: Xu, Zhi-Qin John
Format: Article en ligne
Langue:English
Publié: 2024
Accès à la collection:IEEE transactions on pattern analysis and machine intelligence
Sujets:Journal Article