Asymptotic properties of one-layer artificial neural networks with sparse connectivity

Christian Hirsch, Matthias Neumann*, Volker Schmidt

*Corresponding author af dette arbejde

Publikation: Bidrag til tidsskrift/Konferencebidrag i tidsskrift /Bidrag til avisTidsskriftartikelForskningpeer review

Abstract

A law of large numbers for the empirical distribution of parameters of a one-layer artificial neural network with sparse connectivity is derived for a simultaneously increasing number of both, neurons and training iterations of the stochastic gradient descent.

OriginalsprogEngelsk
Artikelnummer109698
TidsskriftStatistics & Probability Letters
Vol/bind193
ISSN0167-7152
DOI
StatusUdgivet - feb. 2023

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