ZigZag: Universal Sampling-free Uncertainty Estimation Through Two-Step Inference.
Nikita DurasovNik DorndorfHieu LePascal FuaPublished in: Trans. Mach. Learn. Res. (2024)
Keyphrases
- reasoning under uncertainty
- gibbs sampler
- post processing
- estimation process
- markov chain monte carlo
- iris recognition
- inference process
- random sampling
- monte carlo
- importance sampling
- estimation accuracy
- estimation error
- estimation algorithm
- uncertain data
- bayesian inference
- random fields
- sample size
- parameter estimation
- data sets
- robust estimation
- decision theoretic
- probabilistic inference
- sampling algorithm
- incomplete information
- gibbs sampling
- markov random field
- learning algorithm