A study on the optimal double parameters for steepest descent with momentum.
Neural Comput
; 27(4): 982-1004, 2015 Apr.
Article
em En
| MEDLINE
| ID: mdl-25602771
ABSTRACT
This letter presents the stability analysis for two steepest descent algorithms with momentum for quadratic functions. The corresponding local optimal parameters in Torii and Hagan ( 2002 ) and Zhang ( 2013 ) are extended to the global optimal parameters, that is, both the optimal learning rates and the optimal momentum factors are obtained simultaneously which make for the fastest convergence.
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Coleções:
01-internacional
Base de dados:
MEDLINE
Idioma:
En
Revista:
Neural Comput
Ano de publicação:
2015
Tipo de documento:
Article