Self-Supervised Gaussian Regularization of Deep Classifiers for Mahalanobis-Distance-Based Uncertainty Estimation.
Aishwarya VenkataramananAssia BenbihiMartin LavialeCédric PradalierPublished in: CoRR (2023)
Keyphrases
- euclidean distance
- gaussian kernels
- support vector
- distance measure
- nearest neighbor classification
- metric learning
- continuous valued
- training set
- decision trees
- naive bayes
- uncertain data
- distance metric
- class conditional
- belief functions
- density estimation
- gaussian mixture model
- classification algorithm
- training data
- feature selection
- machine learning
- roc curve
- outlier detection
- linear classifiers
- probability density
- reproducing kernel hilbert space
- distance function