Aplicación del modelo Neuro-Difuso ANFIS para la clasificación de la obesidad en niños y adolescentes

José Sulla-Torres; Christian Soto-Paredes; Rocío Cárdenas-Soria; Lucía Huancco-Coila; Luis Alfaro-Casas

doi:10.18687/LACCEI2018.1.1.53

Aplicación del modelo Neuro-Difuso ANFIS para la clasificación de la obesidad en niños y adolescentes

José Sulla-Torres, Christian Soto-Paredes, Rocío Cárdenas-Soria, Lucía Huancco-Coila, Luis Alfaro-Casas

Universidad Nacional de San Agustín

Producción científica: Capítulo del libro/informe/acta de congreso › Contribución a la conferencia › revisión exhaustiva

Resumen

The objective of this article is to classify obesity in boys and adolescents, between 6 and 17 years old, using Neural Networks and Fuzzy Logic. The neuro-diffuse model ANFIS (Fuzzy Inference System of the Artificial Neural Network) was chosen, which is in the toolbox of Matlab. ANFIS includes a complete set of features for both the fuzzification, defuzzification, training and testing. Experimental tests show a 96.96% accuracy in classification and 3.04% error.

Título traducido de la contribución	Application of the ANFIS Neuro-Fuzzy model for the classification of obesity in children and adolescents
Idioma original	Español
Título de la publicación alojada	Proceedings of the LACCEI international Multi-conference for Engineering, Education and Technology
Editorial	Latin American and Caribbean Consortium of Engineering Institutions
ISBN (versión digital)	9780999344316
DOI	https://doi.org/10.18687/LACCEI2018.1.1.53
Estado	Publicada - 2018
Publicado de forma externa	Sí
Evento	16th LACCEI International Multi-Conference for Engineering, Education Caribbean Conference for Engineering and Technology - Lima, Perú Duración: 18 jul. 2018 → 20 jul. 2018

Serie de la publicación

Nombre	Proceedings of the LACCEI international Multi-conference for Engineering, Education and Technology
Volumen	2018-July
ISSN (versión digital)	2414-6390

Conferencia

Conferencia	16th LACCEI International Multi-Conference for Engineering, Education Caribbean Conference for Engineering and Technology
País/Territorio	Perú
Ciudad	Lima
Período	18/07/18 → 20/07/18

Palabras clave

ANFIS
Accuracy
BMI
Classification
Neuro-Fuzzy

Acceder al documento

10.18687/LACCEI2018.1.1.53

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Sulla-Torres, J., Soto-Paredes, C., Cárdenas-Soria, R., Huancco-Coila, L., & Alfaro-Casas, L. (2018). Aplicación del modelo Neuro-Difuso ANFIS para la clasificación de la obesidad en niños y adolescentes. En Proceedings of the LACCEI international Multi-conference for Engineering, Education and Technology (Proceedings of the LACCEI international Multi-conference for Engineering, Education and Technology; Vol. 2018-July). Latin American and Caribbean Consortium of Engineering Institutions. https://doi.org/10.18687/LACCEI2018.1.1.53

Sulla-Torres, José ; Soto-Paredes, Christian ; Cárdenas-Soria, Rocío et al. / Aplicación del modelo Neuro-Difuso ANFIS para la clasificación de la obesidad en niños y adolescentes. Proceedings of the LACCEI international Multi-conference for Engineering, Education and Technology. Latin American and Caribbean Consortium of Engineering Institutions, 2018. (Proceedings of the LACCEI international Multi-conference for Engineering, Education and Technology).

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abstract = "The objective of this article is to classify obesity in boys and adolescents, between 6 and 17 years old, using Neural Networks and Fuzzy Logic. The neuro-diffuse model ANFIS (Fuzzy Inference System of the Artificial Neural Network) was chosen, which is in the toolbox of Matlab. ANFIS includes a complete set of features for both the fuzzification, defuzzification, training and testing. Experimental tests show a 96.96% accuracy in classification and 3.04% error.",

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note = "Publisher Copyright: {\textcopyright} 2018 Latin American and Caribbean Consortium of Engineering Institutions. All rights reserved.; 16th LACCEI International Multi-Conference for Engineering, Education Caribbean Conference for Engineering and Technology ; Conference date: 18-07-2018 Through 20-07-2018",

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Sulla-Torres, J, Soto-Paredes, C, Cárdenas-Soria, R, Huancco-Coila, L & Alfaro-Casas, L 2018, Aplicación del modelo Neuro-Difuso ANFIS para la clasificación de la obesidad en niños y adolescentes. En Proceedings of the LACCEI international Multi-conference for Engineering, Education and Technology. Proceedings of the LACCEI international Multi-conference for Engineering, Education and Technology, vol. 2018-July, Latin American and Caribbean Consortium of Engineering Institutions, 16th LACCEI International Multi-Conference for Engineering, Education Caribbean Conference for Engineering and Technology, Lima, Perú, 18/07/18. https://doi.org/10.18687/LACCEI2018.1.1.53

Aplicación del modelo Neuro-Difuso ANFIS para la clasificación de la obesidad en niños y adolescentes. / Sulla-Torres, José; Soto-Paredes, Christian; Cárdenas-Soria, Rocío et al.
Proceedings of the LACCEI international Multi-conference for Engineering, Education and Technology. Latin American and Caribbean Consortium of Engineering Institutions, 2018. (Proceedings of the LACCEI international Multi-conference for Engineering, Education and Technology; Vol. 2018-July).

Producción científica: Capítulo del libro/informe/acta de congreso › Contribución a la conferencia › revisión exhaustiva

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AU - Huancco-Coila, Lucía

AU - Alfaro-Casas, Luis

PY - 2018

Y1 - 2018

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AB - The objective of this article is to classify obesity in boys and adolescents, between 6 and 17 years old, using Neural Networks and Fuzzy Logic. The neuro-diffuse model ANFIS (Fuzzy Inference System of the Artificial Neural Network) was chosen, which is in the toolbox of Matlab. ANFIS includes a complete set of features for both the fuzzification, defuzzification, training and testing. Experimental tests show a 96.96% accuracy in classification and 3.04% error.

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Sulla-Torres J, Soto-Paredes C, Cárdenas-Soria R, Huancco-Coila L, Alfaro-Casas L. Aplicación del modelo Neuro-Difuso ANFIS para la clasificación de la obesidad en niños y adolescentes. En Proceedings of the LACCEI international Multi-conference for Engineering, Education and Technology. Latin American and Caribbean Consortium of Engineering Institutions. 2018. (Proceedings of the LACCEI international Multi-conference for Engineering, Education and Technology). doi: 10.18687/LACCEI2018.1.1.53

Aplicación del modelo Neuro-Difuso ANFIS para la clasificación de la obesidad en niños y adolescentes

Resumen

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Conferencia

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