Xiao, W, Wang, Y and Liu, H orcid.org/0000-0002-3442-1722 (2021) Generalized partially functional linear model. Scientific Reports, 11 (1). 23428. ISSN 2045-2322
Abstract
In this paper, a generalized partially functional linear regression model is proposed and the asymptotic property of the proposed estimated coefficients in the model is established. Extensive simulation experiment results are consistent with the theoretical result. Finally, two application examples of the model are given. One is sleep quality study where we studied the effects of heart rate, percentage of sleep time on total sleep in bed, wake after sleep onset and number of wakening during the night on sleep quality in 22 healthy people. The other one is mortality rate where we studied the effects of air quality index, temperature, relative humidity, GDP per capita and the number of beds per thousand people on the mortality rate across 80 major cities in China.
Metadata
Item Type: | Article |
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Authors/Creators: |
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Copyright, Publisher and Additional Information: | © The Author(s) 2021. This is an open access article under the terms of the Creative Commons Attribution 4.0 International License (CC BY 4.0) (https://creativecommons.org/licenses/by/4.0/) |
Dates: |
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Institution: | The University of Leeds |
Academic Units: | The University of Leeds > Faculty of Engineering & Physical Sciences (Leeds) > School of Mathematics (Leeds) > Statistics (Leeds) |
Depositing User: | Symplectic Publications |
Date Deposited: | 26 May 2022 14:10 |
Last Modified: | 26 May 2022 14:10 |
Status: | Published |
Publisher: | Nature Research |
Identification Number: | 10.1038/s41598-021-02896-7 |
Open Archives Initiative ID (OAI ID): | oai:eprints.whiterose.ac.uk:187315 |
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