Aplicación de técnicas estadísticas avanzadas para la clasificación del paciente pediátrico con gastroenteritis aguda
G. Aris Jiménez, C. Garcia Martos, F. González-Martínez, J. Mira McWilliams, A. Muñoz-Cutillas, R. Rodríguez-Fernández, S. Rodríguez-Tubio
Este trabajo surge del interés del Hospital Infantil Gregorio Marañón de Madrid por clasificar a sus pacientes infantiles con gastroenteritis aguda por etiologías y gravedad. En la base de datos original existen datos faltantes.
Se plantean distintas estrategias y se elige aquélla que permite obtener un modelo de clasificación con el menor error posible, a partir de un tamaño de muestra lo más amplio posible.
Adicionalmente, se ha programado una aplicación web que permite determinar utilizando los resultados de las técnicas estadísticas aplicadas- si el cuadro del paciente pediátrico es debido a virus o bacteria.
Esta herramienta pretende facilitar el diagnóstico de los pediatras de un gran hospital.
Keywords: Aplicaciones en Medicina, Clasificación, Machine Learning, PCA.
Scheduled
Aplicaciones de la Estadística II
June 10, 2022 4:00 PM
A15
Other papers in the same session
M. Esteve Campello, J. Aparicio Baeza, J. J. Rodríguez Sala
M. C. Robustillo Carmona, C. J. Pérez Sánchez, M. I. Parra Arévalo
A. Quirós Carretero, M. Ferrer-Julià, D. Herrero Alonso, E. García Meléndez, E. González Gómez de Agüero, N. Fuertes Prieto, E. Colmenero Hidalgo
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6/8/22
Visit Alhambra
Tomorrow, Thursday, we will visit the Alhambra. 1. At 7:00 p.m., buses will start leaving from the door of the Hotel Granada Center (in front of the door of the Faculty of Sciences) 2. Upon arrival, groups with guides will be organized. 3. There will be groups in English language. These groups will wait at the destination until the arrival of all buses. 4. After the visit to the Alhambra we will walk to the Carmen de los Mártires to have a cocktail. 5. On the way back, we can go back by bus, which will leave from the same place where they left us at the Alhambra. 6. Although the way to the Alhambra by bus seems long, it really is close to the city. We invite you, whoever wishes, to go down for a pleasant walk. 7. Do not forget to take your Alhambra ticket and your identity card or passport. The document must be the same whose number matches the ticket number you have.
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5/31/22
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5/27/22
Gala Dinner
It opens the possibility that anyone who is registered for the conference, and wants non-registered companions to attend the gala dinner, can do so by paying the price of this dinner (80 euros VAT included). This payment must be made before June 1 (inclusive). To do this, contact with [email protected]
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5/23/22
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To access the Alhambra on the visit on Thursday 9, it is obligatory to present the identification document whose reference was sent to the organization (eurocongress)
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5/16/22
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