Missing data imputation techniques for wireless continuous vital signs monitoring
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Springer
2023
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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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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 |
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Digital Phenikaa |
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Digital Phenikaa |
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English |
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patient monitoring missing data periods |
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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 |
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1761278340288741376 |
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8.891145 |