Student： Wang, Huai-Wei
Thesis Advisor： Professor Blue, Jakey
Thesis Topic：Deep Ensemble-based Online Learning Framework for Drift Detection and Prediction Interval Estimation
Abstract：
Utilizing Data & Model Uncertainty to design an online learning framework that can provide prediction interval to help decision-making
- Design drift detection for
- Design learning mechanism for Deep Ensembles (Drift-aware optimizer and learning rate)
- Show the status of the model to tell users to be caution
- Increase adaptability and reliability
Experiment shows that DEAPI can provides
- more narrow prediction interval than other existing methods
- more precise prediction interval for decision-making
論文海報：
