Can you trust your model's uncertainty? Evaluating predictive uncertainty under dataset shift.
Jasper SnoekYaniv OvadiaEmily FertigBalaji LakshminarayananSebastian NowozinD. SculleyJoshua V. DillonJie RenZachary NadoPublished in: NeurIPS (2019)
Keyphrases
- formal model
- computational model
- partial information
- probabilistic model
- trust model
- conceptual model
- cost function
- experimental data
- evidence theory
- neural network
- structural equation modeling
- possibility theory
- expected utility
- belief functions
- benchmark datasets
- theoretical analysis
- management system
- probability distribution
- prior knowledge
- objective function
- reinforcement learning
- high level