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Missing data imputation techniques for wireless continuous vital signs monitoring

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Bibliographic Details
Main Authors: Mathilde C., van Rossum, Pedro M. Alves da, Silva, Ying, Wang
Format: Book
Language:English
Published: Springer 2023
Subjects:
patient monitoring
missing data periods
Online Access:https://link.springer.com/article/10.1007/s10877-023-00975-w
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7131
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spelling oai:localhost:PNK-71312023-03-24T03:52:11Z Missing data imputation techniques for wireless continuous vital signs monitoring Mathilde C., van Rossum Pedro M. Alves da, Silva Ying, Wang patient monitoring missing data periods CC BY Wireless vital signs sensors are increasingly used for remote patient monitoring, but data analysis is often challenged by missing data periods. This study explored the performance of various imputation techniques for continuous vital signs measurements. Wireless vital signs measurements (heart rate, respiratory rate, blood oxygen saturation, axillary temperature) from surgical ward patients were used for repeated random simulation of missing data periods (gaps) of 5–60 min in two-hour windows. 2023-03-24T03:52:11Z 2023-03-24T03:52:11Z 2023 Book https://link.springer.com/article/10.1007/s10877-023-00975-w https://dlib.phenikaa-uni.edu.vn/handle/PNK/7131 en application/pdf Springer
institution Digital Phenikaa
collection Digital Phenikaa
language English
topic patient monitoring
missing data periods
spellingShingle patient monitoring
missing data periods
Mathilde C., van Rossum
Pedro M. Alves da, Silva
Ying, Wang
Missing data imputation techniques for wireless continuous vital signs monitoring
description CC BY
format Book
author Mathilde C., van Rossum
Pedro M. Alves da, Silva
Ying, Wang
author_facet Mathilde C., van Rossum
Pedro M. Alves da, Silva
Ying, Wang
author_sort Mathilde C., van Rossum
title Missing data imputation techniques for wireless continuous vital signs monitoring
title_short Missing data imputation techniques for wireless continuous vital signs monitoring
title_full Missing data imputation techniques for wireless continuous vital signs monitoring
title_fullStr Missing data imputation techniques for wireless continuous vital signs monitoring
title_full_unstemmed Missing data imputation techniques for wireless continuous vital signs monitoring
title_sort missing data imputation techniques for wireless continuous vital signs monitoring
publisher Springer
publishDate 2023
url https://link.springer.com/article/10.1007/s10877-023-00975-w
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7131
_version_ 1761278340288741376
score 8.8894005

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