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

Jose Alfredo Sulla Torres; Christian Soto-Paredes; Rocío Cárdenas-Soria; Lucía Huancco-Coila; Luis Alberto 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

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

Departamento Académico de Ingeniería de Sistemas e Informática

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
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

Nota bibliográfica

Publisher Copyright:
© 2018 Latin American and Caribbean Consortium of Engineering Institutions. All rights reserved.

Palabras clave

ANFIS
Accuracy
BMI
Classification
Neuro-Fuzzy

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10.18687/LACCEI2018.1.1.53

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Sulla Torres, J. A., Soto-Paredes, C., Cárdenas-Soria, R., Huancco-Coila, L., & Alfaro Casas, L. A. (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, Jose Alfredo ; 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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title = "Aplicaci{\'o}n del modelo Neuro-Difuso ANFIS para la clasificaci{\'o}n de la obesidad en ni{\~n}os y adolescentes",

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.",

keywords = "ANFIS, Accuracy, BMI, Classification, Neuro-Fuzzy",

author = "{Sulla Torres}, {Jose Alfredo} and Christian Soto-Paredes and Roc{\'i}o C{\'a}rdenas-Soria and Luc{\'i}a Huancco-Coila and {Alfaro Casas}, {Luis Alberto}",

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",

year = "2018",

doi = "10.18687/LACCEI2018.1.1.53",

language = "Espa{\~n}ol",

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Sulla Torres, JA, Soto-Paredes, C, Cárdenas-Soria, R, Huancco-Coila, L & Alfaro Casas, LA 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, Jose Alfredo; 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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T1 - Aplicación del modelo Neuro-Difuso ANFIS para la clasificación de la obesidad en niños y adolescentes

AU - Sulla Torres, Jose Alfredo

AU - Soto-Paredes, Christian

AU - Cárdenas-Soria, Rocío

AU - Huancco-Coila, Lucía

AU - Alfaro Casas, Luis Alberto

PY - 2018

Y1 - 2018

N2 - 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.

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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KW - Accuracy

KW - BMI

KW - Classification

KW - Neuro-Fuzzy

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Sulla Torres JA, Soto-Paredes C, Cárdenas-Soria R, Huancco-Coila L, Alfaro Casas LA. 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

Serie de la publicación

Conferencia

Nota bibliográfica

Palabras clave

Acceder al documento

Otros archivos y enlaces

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