Can You Trust Your Model's Uncertainty? Evaluating Predictive Uncertainty Under Dataset Shift.
Yaniv OvadiaEmily FertigJie RenZachary NadoDavid SculleySebastian NowozinJoshua V. DillonBalaji LakshminarayananJasper SnoekPublished in: CoRR (2019)
Keyphrases
- trust model
- probabilistic model
- formal model
- computational model
- database
- statistical model
- stochastic nature
- stochastic simulation
- decision theory
- prediction model
- objective function
- theoretical framework
- conceptual model
- theoretical analysis
- management system
- cost function
- belief functions
- video sequences
- robust optimization
- image segmentation