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Hyperparameter optimization in machine learning algorithm for extrapolations of variation calculations

Published in Izvestiya vysshikh uchebnykh zavedenii Fizika • Jan 1, 2022
NobleIDNI4P72W32R99S78
Authors:
A.O. Belozerov
,
A. I. Mazur
,
A.M. Shirokov

Abstract

An optimization method for hyperparameters of our machine learning extrapolation algorithm for results of variational calculations in quantum mechanics, is proposed. The method makes it possible to obtain the optimal values of hyperparameters for artificial neural network training. Deviations of som...

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