Comparison of performance and results in optical recognition hand written numbers using radial basis functions and memetic differential system
The problem optical recognition of handwritten numbers has been approached by different methods, obtaining satisfactory results. In this paper, we propose fuzzy systems with memetic genetic algorithms. Results from this methodology are compared with artificial neuronal networks trained using semi-su...
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Universidad Antonio Nariño
2021
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| Online Access: | http://revistas.uan.edu.co/index.php/ingeuan/article/view/379 http://repositorio.uan.edu.co/handle/123456789/3944 |
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| author | Montes Castañeda, Bryan Bello Santos, Omar David Gómez Piragauta, Oscar Manuel Orjuela-Cañón, Alvaro David |
| author_facet | Montes Castañeda, Bryan Bello Santos, Omar David Gómez Piragauta, Oscar Manuel Orjuela-Cañón, Alvaro David |
| author_sort | Montes Castañeda, Bryan |
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| description | The problem optical recognition of handwritten numbers has been approached by different methods, obtaining satisfactory results. In this paper, we propose fuzzy systems with memetic genetic algorithms. Results from this methodology are compared with artificial neuronal networks trained using semi-supervised learning and radial base functions (RBF). It is possible to observe that this kind of neuronal networks offer advantages regarding error rates and time-to-results of the recognition system, compared with methods based in fuzzy systems. |
| format | info:eu-repo/semantics/publishedVersion |
| id | repositorio.uan.edu.co-123456789-3944 |
| institution | Repositorio Digital UAN |
| language | spa |
| publishDate | 2021 |
| publisher | Universidad Antonio Nariño |
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| spelling | repositorio.uan.edu.co-123456789-39442024-10-09T22:36:27Z Comparison of performance and results in optical recognition hand written numbers using radial basis functions and memetic differential system Comparativa de rendimiento y resultado en el reconocimiento óptico de números escritos a mano usando funciones de base radial y sistema memético diferencial Montes Castañeda, Bryan Bello Santos, Omar David Gómez Piragauta, Oscar Manuel Orjuela-Cañón, Alvaro David The problem optical recognition of handwritten numbers has been approached by different methods, obtaining satisfactory results. In this paper, we propose fuzzy systems with memetic genetic algorithms. Results from this methodology are compared with artificial neuronal networks trained using semi-supervised learning and radial base functions (RBF). It is possible to observe that this kind of neuronal networks offer advantages regarding error rates and time-to-results of the recognition system, compared with methods based in fuzzy systems. El problema de reconocimiento óptico de números escritos a mano ha sido abordado mediante diferentes técnicas obteniendo buenos resultados. En el presente trabajo se proponen sistemas difusos con algoritmos genéticos más específicamente meméticos para realizar esta tarea. Los resultados obtenidos con este método son comparados con redes neuronalesde aprendizaje semi-supervisado, usando funciones de base radial(RBF). Al realizar la comparación, es posible observar que este tipo de redes neuronales ofrecen ventajas en cuanto a tasas de error y tiempo de obtención del sistema de reconocimiento frente a los métodos basados en sistemas difusos. 2021-06-16T13:53:10Z 2021-06-16T13:53:10Z 2014-09-08 info:eu-repo/semantics/publishedVersion http://purl.org/coar/resource_type/c_6501 info:eu-repo/semantics/article http://purl.org/coar/version/c_970fb48d4fbd8a85 http://revistas.uan.edu.co/index.php/ingeuan/article/view/379 http://repositorio.uan.edu.co/handle/123456789/3944 spa http://revistas.uan.edu.co/index.php/ingeuan/article/view/379/317 Acceso abierto Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0) https://creativecommons.org/licenses/by-nc-sa/4.0/ info:eu-repo/semantics/openAccess http://purl.org/coar/access_right/c_abf2 application/pdf Universidad Antonio Nariño 2346-1446 2145-0935 INGE@UAN - TENDENCIAS EN LA INGENIERÍA; Vol. 4 Núm. 8 (2014) |
| spellingShingle | Montes Castañeda, Bryan Bello Santos, Omar David Gómez Piragauta, Oscar Manuel Orjuela-Cañón, Alvaro David Comparison of performance and results in optical recognition hand written numbers using radial basis functions and memetic differential system |
| title | Comparison of performance and results in optical recognition hand written numbers using radial basis functions and memetic differential system |
| title_full | Comparison of performance and results in optical recognition hand written numbers using radial basis functions and memetic differential system |
| title_fullStr | Comparison of performance and results in optical recognition hand written numbers using radial basis functions and memetic differential system |
| title_full_unstemmed | Comparison of performance and results in optical recognition hand written numbers using radial basis functions and memetic differential system |
| title_short | Comparison of performance and results in optical recognition hand written numbers using radial basis functions and memetic differential system |
| title_sort | comparison of performance and results in optical recognition hand written numbers using radial basis functions and memetic differential system |
| url | http://revistas.uan.edu.co/index.php/ingeuan/article/view/379 http://repositorio.uan.edu.co/handle/123456789/3944 |
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