Using passive sensor data to probe associations of social structure with changes in personality: A synthesis of network analysis and machine learning

Damien Lekkas; Joseph A. Gyorda; Erika L. Moen; Nicholas C. Jacobson

doi:10.1371/journal.pone.0277516

Loading metrics

Open Access

Peer-reviewed

Research Article

Using passive sensor data to probe associations of social structure with changes in personality: A synthesis of network analysis and machine learning

Damien Lekkas ,

Roles Conceptualization, Formal analysis, Methodology, Project administration, Software, Visualization, Writing – original draft, Writing – review & editing

* E-mail: Damien.Lekkas.GR@dartmouth.edu

Affiliations Center for Technology and Behavioral Health, Geisel School of Medicine, Dartmouth College, Lebanon, New Hampshire, United States of America, Quantitative Biomedical Sciences Program, Dartmouth College, Hanover, New Hampshire, United States of America

https://orcid.org/0000-0002-6995-9223

⨯
Joseph A. Gyorda,

Roles Writing – original draft, Writing – review & editing

Affiliations Center for Technology and Behavioral Health, Geisel School of Medicine, Dartmouth College, Lebanon, New Hampshire, United States of America, Quantitative Biomedical Sciences Program, Dartmouth College, Hanover, New Hampshire, United States of America

https://orcid.org/0000-0003-3554-8546

⨯
Erika L. Moen,

Roles Writing – review & editing

Affiliations Quantitative Biomedical Sciences Program, Dartmouth College, Hanover, New Hampshire, United States of America, Department of Biomedical Data Science, Geisel School of Medicine, Dartmouth College, Lebanon, New Hampshire, United States of America
⨯
Nicholas C. Jacobson

Roles Formal analysis, Methodology, Supervision, Writing – review & editing

Affiliations Center for Technology and Behavioral Health, Geisel School of Medicine, Dartmouth College, Lebanon, New Hampshire, United States of America, Quantitative Biomedical Sciences Program, Dartmouth College, Hanover, New Hampshire, United States of America, Department of Biomedical Data Science, Geisel School of Medicine, Dartmouth College, Lebanon, New Hampshire, United States of America, Department of Psychiatry, Geisel School of Medicine, Dartmouth College, Hanover, New Hampshire, United States of America
⨯

Using passive sensor data to probe associations of social structure with changes in personality: A synthesis of network analysis and machine learning

Damien Lekkas,
Joseph A. Gyorda,
Erika L. Moen,
Nicholas C. Jacobson

Published: November 30, 2022
https://doi.org/10.1371/journal.pone.0277516

Reader Comments (0)

Post a new comment on this article

Subject Areas
?

For more information about PLOS Subject Areas, click here.
We want your feedback. Do these Subject Areas make sense for this article? Click the target next to the incorrect Subject Area and let us know. Thanks for your help!

Personality
Is the Subject Area "Personality" applicable to this article?

Thanks for your feedback.
Social networks
Is the Subject Area "Social networks" applicable to this article?

Thanks for your feedback.
Machine learning
Is the Subject Area "Machine learning" applicable to this article?

Thanks for your feedback.
Centrality
Is the Subject Area "Centrality" applicable to this article?

Thanks for your feedback.
Personality traits
Is the Subject Area "Personality traits" applicable to this article?

Thanks for your feedback.
Forecasting
Is the Subject Area "Forecasting" applicable to this article?

Thanks for your feedback.
Social psychology
Is the Subject Area "Social psychology" applicable to this article?

Thanks for your feedback.
Trees
Is the Subject Area "Trees" applicable to this article?

Thanks for your feedback.