Observatorio de I+D+i UPM

Memorias de investigación
Ponencias en congresos:
Clustering techniques for patients suffering Acquired Brain Injury in Neuro Personal Trainer
Año:2013
Áreas de investigación
  • Biomedicina,
  • Tecnología electrónica y de las comunicaciones
Datos
Descripción
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 patient's capacities have been carried out [1][2] and also correlation between tests and morphological changes in the brain [3]. The procedure's 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 patient's 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.
Internacional
Si
Nombre congreso
ICRAN 2013 International Conference on recent advances in neurorehabilitation
Tipo de participación
960
Lugar del congreso
Valencia, España
Revisores
Si
ISBN o ISSN
978-84-9048-022-9
DOI
Fecha inicio congreso
07/03/2013
Fecha fin congreso
08/03/2014
Desde la página
143
Hasta la página
145
Título de las actas
ICRAN 2013 International Conference on recent advances in neurorehabilitation. Proceedings
Esta actividad pertenece a memorias de investigación
Participantes
  • Autor: César Cáceres Taladriz (UPM)
  • Autor: Enrique Javier Gomez Aguilera (UPM)
  • Autor: Javier Solana Sanchez (UPM)
  • Autor: Paloma Chausa Fernández (UPM)
Grupos de investigación, Departamentos, Centros e Institutos de I+D+i relacionados
  • Creador: Grupo de Investigación: Grupo de Bioingeniería y Telemedicina
  • Centro o Instituto I+D+i: Centro de tecnología Biomédica CTB
  • Departamento: Tecnología Fotónica y Bioingeniería
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