📊 Behavioral Usage Prediction Dashboard
📌 System Overview
- Heavy Usage Prediction (Next 15-min bucket)
- Next Category Prediction (Active Apps Only)
- Memory Windows: 3, 6, 9 buckets
- Best Performing Model: Random Forest
📈 Heavy Usage AUC
🔥 Heavy Burst Recall
⚡ Heavy Usage Ratio per User
🎯 Next Category Prediction Accuracy
🏆 Best Model Comparison
📊 Window Size Comparison
📈 Overall System Performance
🧠 Interpretation
• Heavy usage bursts are highly predictable (AUC up to 0.93).
• Next category behavior can be predicted up to 70%.
• Structured users show stronger behavioral momentum.
• Random Forest performs most consistently.
• Oversampling and undersampling degraded performance.
• The system models behavioral momentum — not random usage.