Mean field analysis of neural networks: a central limit theorem

We rigorously prove a central limit theorem for neural network models with a single hidden layer. The central limit theorem is proven in the asymptotic regime of simultaneously (A) large numbers of hidden units and (B) large numbers of stochastic gradient descent training iterations. Our result desc...

সম্পূর্ণ বিবরণ

গ্রন্থ-পঞ্জীর বিবরন
প্রধান লেখক: Sirignano, J, Spiliopoulos, K
বিন্যাস: Journal article
ভাষা:English
প্রকাশিত: Elsevier 2019