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A homotopy training algorithm for fully connected neural networks

In this paper, we present a homotopy training algorithm (HTA) to solve optimization problems arising from fully connected neural networks with complicated structures. The HTA dynamically builds the neural network starting from a simplified version and ending with the fully connected network via addi...

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Detalhes bibliográficos
Publicado no:Proc Math Phys Eng Sci
Main Authors: Chen, Qipin, Hao, Wenrui
Formato: Artigo
Idioma:Inglês
Publicado em: The Royal Society Publishing 2019
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6894535/
https://ncbi.nlm.nih.gov/pubmed/31824229
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1098/rspa.2019.0662
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