A new genetic algorithm method based on statistical-based replacement for the training of multiplicative neuron model artificial neural networks
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| Định dạng: | Sách |
| Ngôn ngữ: | English |
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Springer
2023
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| Truy cập trực tuyến: | https://link.springer.com/article/10.1007/s11227-022-04935-0 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7331 |
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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 |