Título inglés |
A neuro-fuzzy system for isolated hand-written digit recognition. |
Título español |
Un sistema neuro-difuso para reconocimiento de dígitos aislados escritos a mano. |
Autor/es |
Pinzolas, Miguel ; Astrain, José Javier ; Villadangos, Jesús ; González de Mendívil, José Ramón |
Organización |
Dep. Ing. Sist. Autom. Univ. Politéc. Cartagena, Cartagena (Murcia), España;Dep. Mat. Inform. Univ. Públ. Navarra, Pamplona, España;Dep. Autom. Comput. Univ. Públ. Navarra, Pamplona, España |
Revista |
1134-5632 |
Publicación |
2001, 8 (3): 291-301, 10 Ref. |
Tipo de documento |
articulo |
Idioma |
Inglés |
Resumen inglés |
A neuro-fuzzy system for isolated hand-written digit recognition using a similarity fuzzy measure is presented. The system is composed of two main blocks: a first block that normalizes the input and compares it with a set of fuzzy patterns, and a second block with a multilayer perceptron to perform a neuronal classification. The comparison with the fuzzy patterns is performed via a fuzzy similarity measure that uses the Yager parametric t-norms and t-conorms. Along this work, several values of the parameters have been studied, in order to obtain the best classification. The simplicity of the method makes it extremely quick and provides a recognition accuracy about 90% in classification of isolated digits, making it an attractive method for practical applications. |
Clasificación UNESCO |
110208 ; 330405 |
Palabras clave español |
Lógica difusa ; Redes neuronales ; Reconocimiento de caracteres |
Código Z-Math |
Zbl 0996.68179 |
Acceso al artículo completo |