Measuring Self-Esteem with Passive Sensing Mehrab Bin Morshed* - PowerPoint PPT Presentation

May 29, 2023 •482 likes •586 views

CampusLife Measuring Self-Esteem with Passive Sensing Mehrab Bin Morshed* Koustuv Saha* Munmun De Choudhury Gregory D. Abowd Thomas Pltz CBA Figure: Maslows Hierarchy of Needs Research Question Can we automatically and scalably

CampusLife Measuring Self-Esteem with Passive Sensing Mehrab Bin Morshed* Koustuv Saha* Munmun De Choudhury Gregory D. Abowd Thomas Plötz CBA
Figure: Maslow’s Hierarchy of Needs
Research Question Can we automatically and scalably predict self-esteem using passive sensing modalities available on commodity devices?
Study and Dataset
Study and Dataset CampusLife Participants
Prediction Methodology Ground-truth - EMA-based surveys of self-esteem - Physical, Social, and Appearance self-esteem Statistical Modeling - Features: Passive sensing data (calls, text, conversational frequencies, physical activities) - Regression
Results
Feature Importance
Takeaways Measuring Self-Esteem with Passive Sensing • Passively sensed data can measure mehrab.morshed@gatech.edu koustuv.saha@gatech.edu self-esteem. @mehrab_morshed @kous2v • Wellbeing in situated communities CBA

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