Correlation of Kinematic Parameters and UPDRS Scoring during Finger Tapping movement in Parkinson's Disease (Rapporti tecnici, manuali, carte geologiche e tematiche e prodotti multimediali)

Type
Label
  • Correlation of Kinematic Parameters and UPDRS Scoring during Finger Tapping movement in Parkinson's Disease (Rapporti tecnici, manuali, carte geologiche e tematiche e prodotti multimediali) (literal)
Anno
  • 2014-01-01T00:00:00+01:00 (literal)
Alternative label
  • Claudia Ferraris, Antonio Chimienti, Roberto Nerino, Giuseppe Pettiti, Daniele Pianu (2014)
    Correlation of Kinematic Parameters and UPDRS Scoring during Finger Tapping movement in Parkinson's Disease
    (literal)
Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#autori
  • Claudia Ferraris, Antonio Chimienti, Roberto Nerino, Giuseppe Pettiti, Daniele Pianu (literal)
Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#supporto
  • Altro (literal)
Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#affiliazioni
  • Istituto di Elettronica ed Ingegneria dell'Informazione e delle Telecomunicazioni (literal)
Titolo
  • Correlation of Kinematic Parameters and UPDRS Scoring during Finger Tapping movement in Parkinson's Disease (literal)
Abstract
  • In Parkinson's disease, the clinical assessment of the upper-limb motor test severity occurs through the UPDRS (Unified Parkinson's Disease Rating Scale). With the perspective of building a system for at-home monitoring of Parkinson's patient status, we investigate algorithms for an automatic scoring of the UPDRS upper-limb motor tests. Building on a previuous work, where we developed a system for the automatic evaluation of kinematic parameters relevant for Parkinson's desease, we adopt a machine learning approach to the automatic scoring problem. A pool of Parkinson patients have been scored by neurologists for UPDRS upper-limb motor tests and the kinematic parameters of their performances acquired. The most significant kinematic parameters are identified by a PCA analysis. Different classifiers have been trained with the neurologists UPDRS scores and the associated kinematic parameters of the patients. The results of the investigation are presented. (literal)
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