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SKIBIŃSKA, J.; BURGET, R.
Originální název
The Transferable Methodologies of Detection Sleep Disorders Thanks to the Actigraphy Device for Parkinson's Disease Detection
Anglický název
Druh
Stať ve sborníku v databázi WoS či Scopus
Originální abstrakt
Due to population aging, society is struggling with an increasing number of patients with neurodegenerative diseases. One of them is Parkinson's disease. Early detection of Parkinson's disease is very important since there is no cure and the treatment is more effective when administered early. Wearable devices can be of great help - they are cheap and reachable, they can last for many days without charging, can provide long time monitoring, and are minimally invasive to human life. In the paper, we briefly desribe the sensors and actigraphs suitable for the analysis of sleep disturbance in Parkinson's patients and noctural symptoms of Parkinson's disease. Moreover, we pointed out how to collect the data and what could have an influence on the final performance of the automatic models. Additionally, as the main aim of this paper, we have analysed and desribed the machine learning algorithms used in the area of analysis accelerometer singla for sleep / awake stages recognition or diseases which manifested in changes in sleep patterns. We though that these algorithms, because of the nature of Parkinon's patients' sleep patterns, will be simultaneously appropriate for the detection of Parkinon's disease.
Anglický abstrakt
Klíčová slova
machine learning, Parkinson disease, actigraphy, wearable device, IoT healthcare device, eHealth, Health 4.0
Klíčová slova v angličtině
Autoři
Rok RIV
2022
Vydáno
03.06.2021
Nakladatel
CEUR
Kniha
11th WiP International Conference on Localization and GNSS
ISSN
1613-0073
Periodikum
CEUR Workshop Proceedings
Svazek
2021
Číslo
1
Stát
Spolková republika Německo
Strany od
Strany do
11
Strany počet
URL
http://ceur-ws.org/Vol-2880/paper1.pdf
Plný text v Digitální knihovně
http://hdl.handle.net/11012/203011
BibTex
@inproceedings{BUT171775, author="Justyna {Skibińska} and Radim {Burget}", title="The Transferable Methodologies of Detection Sleep Disorders Thanks to the Actigraphy Device for Parkinson's Disease Detection", booktitle="11th WiP International Conference on Localization and GNSS", year="2021", journal="CEUR Workshop Proceedings", volume="2021", number="1", pages="1--11", publisher="CEUR", doi="10.5281/zenodo.4947588", issn="1613-0073", url="http://ceur-ws.org/Vol-2880/paper1.pdf" }
Dokumenty
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