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Human Gait Analysis in Neurodegenerative Diseases: a Review

Articolo
Data di Pubblicazione:
2022
Abstract:
This paper reviews the recent literature on technologies and methodologies for quantitative human gait analysis in the context of neurodegnerative diseases. The use of technological instruments can be of great support in both clinical diagnosis and severity assessment of these pathologies. In this paper, sensors, features and processing methodologies have been reviewed in order to provide a highly consistent work that explores the issues related to gait analysis. First, the phases of the human gait cycle are briefly explained, along with some non normal gait patterns (gait abnormalities) typical of some neurodegenerative diseases. The work continues with a survey on the publicly available datasets principally used for comparing results. Then the paper reports the most common processing techniques for both feature selection and extraction and for classification and clustering. Finally, a conclusive discussion on current open problems and future directions is outlined.
Tipologia CRIS:
01.01 Articolo in rivista
Keywords:
Human Gait Analysis; Sensors; Features; Classification Methodologies; Neurodegenerative Diseases
Elenco autori:
D'Orazio, TIZIANA RITA; Cicirelli, Grazia; Marani, Roberto
Autori di Ateneo:
CICIRELLI GRAZIA
D'ORAZIO TIZIANA RITA
MARANI ROBERTO
Link alla scheda completa:
https://iris.cnr.it/handle/20.500.14243/394981
Pubblicato in:
IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS
Journal
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