Observatorio de I+D+i UPM

Memorias de investigación
Ponencias en congresos:
Using Classification Algorithms for Telemonitoring Parkinson's Disease Severity
Año:2017
Áreas de investigación
  • Análisis multivariante,
  • Medicina,
  • Ciencias de la computación y tecnología informática,
  • Tratamiento de datos
Datos
Descripción
There has been much recent research into the connection between Parkinson's disease (PD) and speech impairment. The findings prove the suitability of monitoring voice features, for tracking PD severity. The Patient Voice Analysis Project (https://www.synapse.org) is a public on line platform in which PD patients provide voice recordings and information about their symptoms. This platform have great potential to obtain large databases that, in addition to facilitate patient monitoring, help in PD research. The PVA data set consist of 779 remote, non-invasive, self administrated speech test, with sustained vowel phonation, and self reported outcomes of Parkinson's Disease Rating Scale questionnaire. With this data set, we have used machine supervised learning classification algorithms for modeling PD severity (five classes) from voice recordings of patients. The best results for the multi-class classification problem have been obtained with a KNN algorithm and features selection. Results show how public telemonitoring platforms could facilitate large-scale clinical trials into novel PD treatments.
Internacional
Si
Nombre congreso
Advances in Data Mining 17th Industrial Conference on Data Mining.
Tipo de participación
970
Lugar del congreso
New-York,
Revisores
Si
ISBN o ISSN
978-39-4295-250-7
DOI
Fecha inicio congreso
12/07/2017
Fecha fin congreso
16/07/2017
Desde la página
121
Hasta la página
131
Título de las actas
Advances in Data Mining 17th Industrial Conference on Data Mining. Publicado por Ibai-Publishing, ISSN:1864-9734
Esta actividad pertenece a memorias de investigación
Participantes
  • Autor: Francisco Diaz Perez (UPM)
  • Autor: Alfonsa Garcia Lopez (UPM)
  • Autor: Agustin Alvarez Marquina (UPM)
Grupos de investigación, Departamentos, Centros e Institutos de I+D+i relacionados
  • Creador: Departamento: Sistemas Informáticos
  • Departamento: Matemática Aplicada a Las Tecnologías de la Información y Las Comunicaciones
  • Departamento: Arquitectura y Tecnología de Sistemas Informáticos
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