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Health, Healthcare, and Wellbeing / Passive Sensing, Behavior Modeling, and Mental State Prediction

Can mainstream imputation methods (kNN, MICE, matrix completion) improve prediction performance while avoiding data bias?

helpResearch questionPassive Sensing, Behavior Modeling, and Mental State Prediction

Can mainstream imputation methods (kNN, MICE, matrix completion) improve prediction performance while avoiding data bias?

UbiComp '24Imputation Strategies for Longitudinal Behavioral Studies: Predicting Depression Using GLOBEM Datasets

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helpResearch questionPassive Sensing, Behavior Modeling, and Mental State Prediction

Can smart rings detect perimenopausal depression early by monitoring physiological indicators?

UbiComp '24Smart Rings for Early Detection of Peri-menopausal Depression: A Research Protocol

helpResearch questionPassive Sensing, Behavior Modeling, and Mental State Prediction

Which physiological changes are most strongly associated with perimenopausal depression symptoms and can smart rings capture them?

UbiComp '24Smart Rings for Early Detection of Peri-menopausal Depression: A Research Protocol

helpResearch questionPassive Sensing, Behavior Modeling, and Mental State Prediction

What are participants' experiences and improvement suggestions for using smart rings for perimenopausal depression detection?

UbiComp '24Smart Rings for Early Detection of Peri-menopausal Depression: A Research Protocol

helpResearch questionPassive Sensing, Behavior Modeling, and Mental State Prediction

Can weekly mental health prediction models support users' long-term planning more effectively than short-term predictions?

UbiComp '24A Long-Term Perspective on Planning the Future: The Effectiveness of Weekly Mental Health Prediction

helpResearch questionPassive Sensing, Behavior Modeling, and Mental State Prediction

How can new mental health metrics (e.g., 'psychological debt') enhance user understanding of behavior-future mental state relationships?

UbiComp '24A Long-Term Perspective on Planning the Future: The Effectiveness of Weekly Mental Health Prediction

helpResearch questionPassive Sensing, Behavior Modeling, and Mental State Prediction

Are users more willing to proactively plan work and leisure in systems based on mental health predictions?

UbiComp '24A Long-Term Perspective on Planning the Future: The Effectiveness of Weekly Mental Health Prediction

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