Cover Image

A new genetic algorithm method based on statistical-based replacement for the training of multiplicative neuron model artificial neural networks

CC BY

Saved in:
Bibliographic Details
Main Authors: Erol, Egrioglu, Crina, Grosan, Eren, Bas
Format: Book
Language:English
Published: Springer 2023
Subjects:
genetic algorithm
neuron model artificial neural network
Online Access:https://link.springer.com/article/10.1007/s11227-022-04935-0
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7331
Tags: Add Tag
No Tags, Be the first to tag this record!
id oai:localhost:PNK-7331
record_format dspace
spelling oai:localhost:PNK-73312023-03-30T06:42:06Z A new genetic algorithm method based on statistical-based replacement for the training of multiplicative neuron model artificial neural networks Erol, Egrioglu Crina, Grosan Eren, Bas genetic algorithm neuron model artificial neural network CC BY In this study, we propose a new genetic algorithm that uses a statistical-based chromosome replacement strategy determined by the empirical distribution of the objective function values. The proposed genetic algorithm is further used in the training process of a multiplicative neuron model artificial neural network. The objective function value for the genetic algorithm is the root mean square error of the multiplicative neuron model artificial neural network prediction. This combination of methods is proposed for a particular type of problems, that is, time-series prediction. 2023-03-30T06:42:04Z 2023-03-30T06:42:04Z 2023 Book https://link.springer.com/article/10.1007/s11227-022-04935-0 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7331 en application/pdf Springer
institution Digital Phenikaa
collection Digital Phenikaa
language English
topic genetic algorithm
neuron model artificial neural network
spellingShingle genetic algorithm
neuron model artificial neural network
Erol, Egrioglu
Crina, Grosan
Eren, Bas
A new genetic algorithm method based on statistical-based replacement for the training of multiplicative neuron model artificial neural networks
description CC BY
format Book
author Erol, Egrioglu
Crina, Grosan
Eren, Bas
author_facet Erol, Egrioglu
Crina, Grosan
Eren, Bas
author_sort Erol, Egrioglu
title A new genetic algorithm method based on statistical-based replacement for the training of multiplicative neuron model artificial neural networks
title_short A new genetic algorithm method based on statistical-based replacement for the training of multiplicative neuron model artificial neural networks
title_full A new genetic algorithm method based on statistical-based replacement for the training of multiplicative neuron model artificial neural networks
title_fullStr A new genetic algorithm method based on statistical-based replacement for the training of multiplicative neuron model artificial neural networks
title_full_unstemmed A new genetic algorithm method based on statistical-based replacement for the training of multiplicative neuron model artificial neural networks
title_sort new genetic algorithm method based on statistical-based replacement for the training of multiplicative neuron model artificial neural networks
publisher Springer
publishDate 2023
url https://link.springer.com/article/10.1007/s11227-022-04935-0
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7331
_version_ 1761821913896714240
score 8.891695

Similar Items