On the use of neuroevolutive methods as support tools for diagnosing appendicitis and tuberculosis

Alvaro David Orjuela-Cañón; Hugo Fernando Posada-Quintero; Cesar Hernando Valencia; Leonardo Mendoza

doi:10.1007/978-3-030-00350-0_15

On the use of neuroevolutive methods as support tools for diagnosing appendicitis and tuberculosis

Alvaro David Orjuela-Cañón
, Hugo Fernando Posada-Quintero
, Cesar Hernando Valencia
, Leonardo Mendoza

Producción científica: Capítulo en Libro/Informe › Capítulo › Investigación

5 Citas (Scopus)

Resumen

Artificial neural networks are being used in diagnosis support systems to detect different kind of diseases. As the design of multilayer perceptron is an open question, the present work shows a comparison between a traditional empirical way and neuroevolution method to find the best architecture to solve the disease detection problem. Tuberculosis and appendicitis databases were employed to test both proposals. Results show that neuroevolution offers a good alternative for the tuberculosis problem but there is lacks of performance in the appendicitis one.

Idioma original	Inglés estadounidense
Título de la publicación alojada	Applied Computer Sciences in Engineering - 5th Workshop on Engineering Applications, WEA 2018, Proceedings
Editores	Eduyn Ramiro Lopez-Santana, Juan Carlos Figueroa-Garcia, Jose Ignacio Rodriguez-Molano
Editorial	Springer
Páginas	171-181
Número de páginas	11
ISBN (versión impresa)	9783030003494
DOI	https://doi.org/10.1007/978-3-030-00350-0_15
Estado	Publicada - 2018
Publicado de forma externa	Sí
Evento	5th Workshop on Engineering Applications, WEA 2018 - Medellín, Colombia Duración: oct. 17 2018 → oct. 19 2018

Serie de la publicación

Nombre	Communications in Computer and Information Science
Volumen	915
ISSN (versión impresa)	1865-0929

Conferencia

Conferencia	5th Workshop on Engineering Applications, WEA 2018
País/Territorio	Colombia
Ciudad	Medellín
Período	10/17/18 → 10/19/18

ODS de las Naciones Unidas

Este resultado contribuye a los siguientes Objetivos de Desarrollo Sostenible

ODS 3: Salud y bienestar

Áreas temáticas de ASJC Scopus

Ciencia de la Computación General
Matemáticas General

Acceder al documento

10.1007/978-3-030-00350-0_15

Otros archivos y enlaces

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Orjuela-Cañón, A. D., Posada-Quintero, H. F., Valencia, C. H., & Mendoza, L. (2018). On the use of neuroevolutive methods as support tools for diagnosing appendicitis and tuberculosis. En E. R. Lopez-Santana, J. C. Figueroa-Garcia, & J. I. Rodriguez-Molano (Eds.), Applied Computer Sciences in Engineering - 5th Workshop on Engineering Applications, WEA 2018, Proceedings (pp. 171-181). (Communications in Computer and Information Science; Vol. 915). Springer. https://doi.org/10.1007/978-3-030-00350-0_15

Orjuela-Cañón, Alvaro David ; Posada-Quintero, Hugo Fernando ; Valencia, Cesar Hernando et al. / On the use of neuroevolutive methods as support tools for diagnosing appendicitis and tuberculosis. Applied Computer Sciences in Engineering - 5th Workshop on Engineering Applications, WEA 2018, Proceedings. editor / Eduyn Ramiro Lopez-Santana ; Juan Carlos Figueroa-Garcia ; Jose Ignacio Rodriguez-Molano. Springer, 2018. pp. 171-181 (Communications in Computer and Information Science).

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abstract = "Artificial neural networks are being used in diagnosis support systems to detect different kind of diseases. As the design of multilayer perceptron is an open question, the present work shows a comparison between a traditional empirical way and neuroevolution method to find the best architecture to solve the disease detection problem. Tuberculosis and appendicitis databases were employed to test both proposals. Results show that neuroevolution offers a good alternative for the tuberculosis problem but there is lacks of performance in the appendicitis one.",

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Orjuela-Cañón, AD, Posada-Quintero, HF, Valencia, CH & Mendoza, L 2018, On the use of neuroevolutive methods as support tools for diagnosing appendicitis and tuberculosis. En ER Lopez-Santana, JC Figueroa-Garcia & JI Rodriguez-Molano (eds.), Applied Computer Sciences in Engineering - 5th Workshop on Engineering Applications, WEA 2018, Proceedings. Communications in Computer and Information Science, vol. 915, Springer, pp. 171-181, 5th Workshop on Engineering Applications, WEA 2018, Medellín, Colombia, 10/17/18. https://doi.org/10.1007/978-3-030-00350-0_15

On the use of neuroevolutive methods as support tools for diagnosing appendicitis and tuberculosis. / Orjuela-Cañón, Alvaro David; Posada-Quintero, Hugo Fernando; Valencia, Cesar Hernando et al.
Applied Computer Sciences in Engineering - 5th Workshop on Engineering Applications, WEA 2018, Proceedings. ed. / Eduyn Ramiro Lopez-Santana; Juan Carlos Figueroa-Garcia; Jose Ignacio Rodriguez-Molano. Springer, 2018. p. 171-181 (Communications in Computer and Information Science; Vol. 915).

Producción científica: Capítulo en Libro/Informe › Capítulo › Investigación

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T1 - On the use of neuroevolutive methods as support tools for diagnosing appendicitis and tuberculosis

AU - Orjuela-Cañón, Alvaro David

AU - Posada-Quintero, Hugo Fernando

AU - Valencia, Cesar Hernando

AU - Mendoza, Leonardo

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Y1 - 2018

N2 - Artificial neural networks are being used in diagnosis support systems to detect different kind of diseases. As the design of multilayer perceptron is an open question, the present work shows a comparison between a traditional empirical way and neuroevolution method to find the best architecture to solve the disease detection problem. Tuberculosis and appendicitis databases were employed to test both proposals. Results show that neuroevolution offers a good alternative for the tuberculosis problem but there is lacks of performance in the appendicitis one.

AB - Artificial neural networks are being used in diagnosis support systems to detect different kind of diseases. As the design of multilayer perceptron is an open question, the present work shows a comparison between a traditional empirical way and neuroevolution method to find the best architecture to solve the disease detection problem. Tuberculosis and appendicitis databases were employed to test both proposals. Results show that neuroevolution offers a good alternative for the tuberculosis problem but there is lacks of performance in the appendicitis one.

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Orjuela-Cañón AD, Posada-Quintero HF, Valencia CH, Mendoza L. On the use of neuroevolutive methods as support tools for diagnosing appendicitis and tuberculosis. En Lopez-Santana ER, Figueroa-Garcia JC, Rodriguez-Molano JI, editores, Applied Computer Sciences in Engineering - 5th Workshop on Engineering Applications, WEA 2018, Proceedings. Springer. 2018. p. 171-181. (Communications in Computer and Information Science). doi: 10.1007/978-3-030-00350-0_15

On the use of neuroevolutive methods as support tools for diagnosing appendicitis and tuberculosis

Resumen

Serie de la publicación

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ODS de las Naciones Unidas

Áreas temáticas de ASJC Scopus

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