Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Lin, Suwen, Faust, Louis, Robles-Granda, Pablo, Kajdanowicz, Tomasz, Chawla, Nitesh V.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
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
_version_ 1783424858326040576
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
work_keys_str_mv AT linsuwen socialnetworkstructureispredictiveofhealthandwellness
AT faustlouis socialnetworkstructureispredictiveofhealthandwellness
AT roblesgrandapablo socialnetworkstructureispredictiveofhealthandwellness
AT kajdanowicztomasz socialnetworkstructureispredictiveofhealthandwellness
AT chawlaniteshv socialnetworkstructureispredictiveofhealthandwellness