Data Mining of Wearable Devices Data

Data Mining of Wearable Devices Data

In this paper, we consider the usage of data mining techniques: statistical and spectral analysis and machine learning for analysis of wearable devises data what can be useful in task of Parkinsons's tremor detection task. The applied methods with the justification of their use are given. The s...

Full description

Saved in:
Bibliographic Details
Published in:2018 Wave Electronics and its Application in Information and Telecommunication Systems (WECONF) pp. 1 - 9
Main Authors: Molovtsev, M. D., Sineva, I. S.
Format: Conference Proceeding
Language:English
Published: IEEE 01-11-2018
Subjects:
Biomedical monitoring
Data mining
Machine learning
Machine learning algorithms
Parkinson's disease
Time series analysis
wearable devices
Windows
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Description
Summary:In this paper, we consider the usage of data mining techniques: statistical and spectral analysis and machine learning for analysis of wearable devises data what can be useful in task of Parkinsons's tremor detection task. The applied methods with the justification of their use are given. The scheme of their interaction is described. The study involved 8 patients with Parkinson's disease. Comparison of the considered algorithm and some of its modifications with the best method of tremor detection is made. According the research results the describing method has accuracy 0.98. That allows to use it in clinical practice.
DOI:10.1109/WECONF.2018.8604306