Escaping the Sample Trap: Fast and Accurate Epistemic Uncertainty Estimation with Pairwise-Distance Estimators.
Lucas BerryDavid MegerPublished in: CoRR (2023)
Keyphrases
- pairwise
- accurate estimation
- risk measures
- estimation problems
- variance estimator
- pairwise distances
- semi supervised
- distance measure
- high quality
- error analysis
- confidence intervals
- highly accurate
- uncertain data
- euclidean distance
- loss function
- markov random field
- high accuracy
- conditional probabilities
- spectral clustering
- distance function
- belief functions
- semi parametric
- measurement error
- higher order
- maximum likelihood estimator
- multi class
- genetic algorithm