Michael Tumminia

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, Daniella K. Villalba, Prerna Chikersal et al. · JMIR mhealth and uhealth · 2019 · 169 citations · Full text

Leveraging Routine Behavior and Contextually-Filtered Features for Depression Detection among College Students

Xuhai Xu, Prerna Chikersal, Afsaneh Doryab et al. · Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies · 2019 · 132 citations · Full text

Engineering, Machine Learning, Routine Behavior +28

Detecting Depression and Predicting its Onset Using Longitudinal Symptoms Captured by Passive Sensing

Prerna Chikersal, Afsaneh Doryab, Michael Tumminia et al. · ACM Transactions on Computer-Human Interaction · 2021 · 132 citations

Engineering, Machine Learning, Psychopathology +22

Leveraging Collaborative-Filtering for Personalized Behavior Modeling

Xuhai Xu, Prerna Chikersal, Janine M. Dutcher et al. · Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies · 2021 · 66 citations · Full text

Engineering, Machine Learning, Wearable Technology +24

Lack of Belonging Predicts Depressive Symptomatology in College Students

Janine M. Dutcher, James Lederman, Megha Jain et al. · Psychological Science · 2022 · 48 citations