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Social network structure is predictive of health and wellness
Social networks influence health-related behavior, such as obesity and smoking. While researchers have studied social networks as a driver for diffusion of influences and behavior, it is less understood how the structure or topology of the network, in itself, impacts an individual’s health behavior...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6553705/ https://www.ncbi.nlm.nih.gov/pubmed/31170181 http://dx.doi.org/10.1371/journal.pone.0217264 |
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author | Lin, Suwen Faust, Louis Robles-Granda, Pablo Kajdanowicz, Tomasz Chawla, Nitesh V. |
author_facet | Lin, Suwen Faust, Louis Robles-Granda, Pablo Kajdanowicz, Tomasz Chawla, Nitesh V. |
author_sort | Lin, Suwen |
collection | PubMed |
description | Social networks influence health-related behavior, such as obesity and smoking. While researchers have studied social networks as a driver for diffusion of influences and behavior, it is less understood how the structure or topology of the network, in itself, impacts an individual’s health behavior and wellness state. In this paper, we investigate whether the structure or topology of a social network offers additional insight and predictability on an individual’s health and wellness. We develop a method called the Network-Driven health predictor (NetCARE) that leverages features representative of social network structure. Using a large longitudinal data set of students enrolled in the NetHealth study at the University of Notre Dame, we show that the NetCARE method improves the overall prediction performance over the baseline models—that use demographics and physical attributes—by 38%, 65%, 55%, and 54% for the wellness states—stress, happiness, positive attitude, and self-assessed health—considered in this paper. |
format | Online Article Text |
id | pubmed-6553705 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-65537052019-06-17 Social network structure is predictive of health and wellness Lin, Suwen Faust, Louis Robles-Granda, Pablo Kajdanowicz, Tomasz Chawla, Nitesh V. PLoS One Research Article Social networks influence health-related behavior, such as obesity and smoking. While researchers have studied social networks as a driver for diffusion of influences and behavior, it is less understood how the structure or topology of the network, in itself, impacts an individual’s health behavior and wellness state. In this paper, we investigate whether the structure or topology of a social network offers additional insight and predictability on an individual’s health and wellness. We develop a method called the Network-Driven health predictor (NetCARE) that leverages features representative of social network structure. Using a large longitudinal data set of students enrolled in the NetHealth study at the University of Notre Dame, we show that the NetCARE method improves the overall prediction performance over the baseline models—that use demographics and physical attributes—by 38%, 65%, 55%, and 54% for the wellness states—stress, happiness, positive attitude, and self-assessed health—considered in this paper. Public Library of Science 2019-06-06 /pmc/articles/PMC6553705/ /pubmed/31170181 http://dx.doi.org/10.1371/journal.pone.0217264 Text en © 2019 Lin et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Lin, Suwen Faust, Louis Robles-Granda, Pablo Kajdanowicz, Tomasz Chawla, Nitesh V. Social network structure is predictive of health and wellness |
title | Social network structure is predictive of health and wellness |
title_full | Social network structure is predictive of health and wellness |
title_fullStr | Social network structure is predictive of health and wellness |
title_full_unstemmed | Social network structure is predictive of health and wellness |
title_short | Social network structure is predictive of health and wellness |
title_sort | social network structure is predictive of health and wellness |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6553705/ https://www.ncbi.nlm.nih.gov/pubmed/31170181 http://dx.doi.org/10.1371/journal.pone.0217264 |
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