Heating up decision boundaries: isocapacitory saturation, adversarial scenarios and generalization bounds.
Bogdan GeorgievLukas FrankenMayukh MukherjeePublished in: ICLR (2021)
Keyphrases
- generalization bounds
- decision boundary
- linear classifiers
- data dependent
- learning theory
- generalization ability
- hyperplane
- multi class
- support vector machine
- training samples
- nearest neighbor
- model selection
- pattern classification
- training set
- vc dimension
- ranking algorithm
- data points
- unlabeled data
- generalization error
- multi task
- data distribution
- data sets
- principal components
- learning problems
- svm classifier
- learning algorithm
- support vector machine svm
- upper bound
- lower bound
- neural network