Mean field analysis of deep neural networks

We analyze multilayer neural networks in the asymptotic regime of simultaneously (a) large network sizes and (b) large numbers of stochastic gradient descent training iterations. We rigorously establish the limiting behavior of the multilayer neural network output. The limit procedure is valid for a...

وصف كامل

التفاصيل البيبلوغرافية
المؤلفون الرئيسيون: Sirignano, J, Spiliopoulos, K
التنسيق: Journal article
اللغة:English
منشور في: INFORMS 2021