Published on in Vol 7, No 7 (2019): July

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/13209, first published .
Identifying Behavioral Phenotypes of Loneliness and Social Isolation with Passive Sensing: Statistical Analysis, Data Mining and Machine Learning of Smartphone and Fitbit Data

Identifying Behavioral Phenotypes of Loneliness and Social Isolation with Passive Sensing: Statistical Analysis, Data Mining and Machine Learning of Smartphone and Fitbit Data

Identifying Behavioral Phenotypes of Loneliness and Social Isolation with Passive Sensing: Statistical Analysis, Data Mining and Machine Learning of Smartphone and Fitbit Data

Afsaneh Doryab 1, 2, PhD;  Daniella K Villalba 3, PhD;  Prerna Chikersal 1, MSc;  Janine M Dutcher 3, PhD;  Michael Tumminia 4, BA;  Xinwen Liu 3, BSc;  Sheldon Cohen 3, PhD;  Kasey Creswell 3, PhD;  Jennifer Mankoff 5, PhD;  John D Creswell 3, PhD;  Anind K Dey 6, PhD

1 Language Technologies Institute, School of Computer Science, Carnegie Mellon University, Pittsburgh, PA, US

2 School of Engineering and Applied Sciences, The University of Virginia , Charlottesville, VA, US

3 Department of Psychology, Carnegie Mellon University , Pittsburgh, PA, US

4 School of Education, University of Pittsburgh , Pittsburgh, PA, US

5 Paul G Allen School of Computer Science and Engineering, University of Washington , Seattle, WA, US

6 Information School, University of Washington , Seattle, WA, US

Corresponding Author:

  • Afsaneh Doryab, PhD
  • Language Technologies Institute
  • School of Computer Science
  • Carnegie Mellon University
  • 5000 Forbes Avenue
  • Pittsburgh, PA
  • US
  • Phone: 1 4123045320
  • Email: adoryab@gmail.com