Forecasting Mood in Bipolar Disorder From Smartphone Self-assessments: Hierarchical Bayesian Approach

Keyphrases

• Bipolar Disorder 100%
• Self-assessment 100%
• Smartphone 100%
• Hierarchical Bayesian Model 100%
• Randomized Clinical Trial 40%
• Hierarchical Bayesian Regression 40%
• Bayesian Regression 40%
• Time Series Cross-validation 40%
• Symptom Score 20%
• Hospitalization 20%
• Early Intervention 20%
• Score-based 20%
• Best Model 20%
• Clinical Treatment 20%
• Predictor Variables 20%
• Disease Monitoring 20%
• Learning Methods 20%
• Validation Experiment 20%
• Root Mean Square Error 20%
• Smartphone Data 20%
• Separation Model 20%
• Smartphone-based 20%
• Data Distribution 20%
• Subjective Mood 20%
• Mental Health Conditions 20%
• Low Error 20%
• Pooled Model 20%
• Forecast Error 20%
• Forecast Horizon 20%
• Forecast Experiment 20%
• Multi-task Learning 20%

Psychology

• Bipolar Disorder 100%
• Mood 100%
• Self-Assessment 100%
• Regression Model 20%
• Cross-Validation 20%
• Mental Health 10%
• Individual Differences 10%
• Early Intervention 10%