Publication detail

The Transferable Methodologies of Detection Sleep Disorders Thanks to the Actigraphy Device for Parkinson's Disease Detection

SKIBIŃSKA, J. BURGET, R.

Original Title

The Transferable Methodologies of Detection Sleep Disorders Thanks to the Actigraphy Device for Parkinson's Disease Detection

Type

conference paper

Language

English

Original Abstract

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.

Keywords

machine learning, Parkinson disease, actigraphy, wearable device, IoT healthcare device, eHealth, Health 4.0

Authors

SKIBIŃSKA, J.; BURGET, R.

Released

3. 6. 2021

Publisher

CEUR

ISBN

1613-0073

Periodical

CEUR Workshop Proceedings

Year of study

2021

Number

1

State

Federal Republic of Germany

Pages from

1

Pages to

11

Pages count

11

URL

http://ceur-ws.org/Vol-2880/paper1.pdf

Full text in the Digital Library

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"
}