Two fundamental limits for uncertainty quantification in predictive inference.
Felipe ArecesChen ChengJohn C. DuchiKuditipudi RohithPublished in: COLT (2024)
Keyphrases
- fundamental limits
- reasoning under uncertainty
- inference process
- probabilistic inference
- uncertain data
- bayesian networks
- belief networks
- probabilistic reasoning
- stochastic simulation
- inference mechanism
- evidential reasoning
- belief functions
- predictive model
- dynamic bayesian networks
- inherent uncertainty
- defeasible logic programming
- decision making
- structured prediction
- motion estimation
- image processing