Clustering techniques for patients suffering acquired brain injury inneuro personal trainer

Solana Sánchez, Javier; García Molina, A.; García Rudolph, A.; Cáceres Taladriz, César; Chausa Fernández, Paloma; Roig Rovira, Teresa; Tormos Muñoz, Josep M. y Gómez Aguilera, Enrique J. (2013). Clustering techniques for patients suffering acquired brain injury inneuro personal trainer. En: "International Conference on Recent Advances in Neurorehabilitation (ICRAN2013)", 07/03/2013 - 08/03/2014, Valencia, Spain. pp. 143-145.

Descripción

Título: Clustering techniques for patients suffering acquired brain injury inneuro personal trainer
Autor/es:
  • Solana Sánchez, Javier
  • García Molina, A.
  • García Rudolph, A.
  • Cáceres Taladriz, César
  • Chausa Fernández, Paloma
  • Roig Rovira, Teresa
  • Tormos Muñoz, Josep M.
  • Gómez Aguilera, Enrique J.
Tipo de Documento: Ponencia en Congreso o Jornada (Artículo)
Título del Evento: International Conference on Recent Advances in Neurorehabilitation (ICRAN2013)
Fechas del Evento: 07/03/2013 - 08/03/2014
Lugar del Evento: Valencia, Spain
Título del Libro: International Conference on Recent Advances in Neurorehabilitation (ICRAN2013)
Fecha: 2013
Materias:
Escuela: E.T.S.I. Telecomunicación (UPM)
Departamento: Tecnología Fotónica [hasta 2014]
Licencias Creative Commons: Reconocimiento - Sin obra derivada - No comercial

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Resumen

The study of the effectiveness of the cognitive rehabilitation processes and the identification of cognitive profiles, in order to define comparable populations, is a controversial area, but concurrently it is strongly needed in order to improve therapies. There is limited evidence about cognitive rehabilitation efficacy. Many of the trials conclude that in spite of an apparent clinical good response, differences do not show statistical significance. The common feature in all these trials is heterogeneity among populations. In this situation, observational studies on very well controlled cohort of studies, together with innovative methods in knowledge extraction, could provide methodological insights for the design of more accurate comparative trials. Some correlation studies between neuropsychological tests and patients capacities have been carried out -1---2- and also correlation between tests and morphological changes in the brain -3-. The procedures efficacy depends on three main factors: the affectation profile, the scheduled tasks and the execution results. The relationship between them makes up the cognitive rehabilitation as a discipline, but its structure is not properly defined. In this work we present a clustering method used in Neuro Personal Trainer (NPT) to group patients into cognitive profiles using data mining techniques. The system uses these clusters to personalize treatments, using the patients assigned cluster to select which tasks are more suitable for its concrete needs, by comparing the results obtained in the past by patients with the same profile.

Más información

ID de Registro: 26255
Identificador DC: http://oa.upm.es/26255/
Identificador OAI: oai:oa.upm.es:26255
Depositado por: Memoria Investigacion
Depositado el: 08 Jun 2014 11:17
Ultima Modificación: 22 Sep 2014 11:40
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