Bayesian Sampling Bias Correction: Training with the Right Loss Function.
Loïc Le FolgocVasileios BaltatzisAmir AlansarySujal DesaiAnand DevarajSam EllisOctavio E. Martinez ManzaneraFahdi KanavatiArjun NairJulia A. SchnabelBen GlockerPublished in: CoRR (2020)
Keyphrases
- loss function
- bias correction
- sample selection
- stochastic gradient descent
- support vector
- pairwise
- regularization term
- logistic regression
- training set
- training examples
- convex loss functions
- training data
- intensity inhomogeneity
- reproducing kernel hilbert space
- maximum likelihood
- bayesian networks
- bayesian inference
- classification accuracy
- active learning
- supervised learning