Maximum Likelihood Uncertainty Estimation: Robustness to Outliers.
Deebul S. NairNico HochgeschwenderMiguel A. Olivares-MéndezPublished in: SafeAI@AAAI (2022)
Keyphrases
- maximum likelihood
- parameter estimation
- maximum likelihood estimation
- log likelihood function
- estimation algorithm
- measurement error
- em algorithm
- missing data
- robust regression
- maximum a posteriori
- maximum likelihood estimator
- uncertain data
- likelihood function
- expectation maximization
- measurement errors
- noisy data
- computational efficiency
- synthetic aperture radar
- robust estimation
- decision theory
- data points
- estimation accuracy
- robust optimization
- gaussian distribution
- gaussian mixture model
- least squares