Heteroscedastic Preferential Bayesian Optimization with Informative Noise Distributions.
Marshal Arijona SinagaJulien MartinelliVikas GargSamuel KaskiPublished in: CoRR (2024)
Keyphrases
- gaussian distribution
- noise model
- optimization algorithm
- probability distribution
- optimization problems
- maximum likelihood
- signal to noise ratio
- global optimization
- random noise
- image noise
- additive noise
- optimization process
- bayesian networks
- efficient optimization
- monte carlo sampling
- bayesian approaches
- noise level
- posterior distribution
- noise reduction
- optimization method
- optimization procedure
- gaussian noise
- bayesian inference
- noisy data
- statistically independent
- missing data
- probabilistic model