Regularized Training and Tight Certification for Randomized Smoothed Classifier with Provable Robustness.
Huijie FengChunpeng WuGuoyang ChenWeifeng ZhangYang NingPublished in: AAAI (2020)
Keyphrases
- training set
- training process
- training examples
- training samples
- training data
- training algorithm
- labeled training data
- least squares
- training phase
- supervised training
- decision trees
- feature selection
- supervised learning
- feature space
- multi layer perceptron
- training dataset
- discriminative classifiers
- decision forest
- feature selection and classifier
- classifier training
- learning phase
- learning algorithm
- classification method
- upper bound
- lower bound
- support vector
- class labels
- feature set
- support vector machine
- classification performances
- third party
- test set
- text classifiers
- worst case
- training and test data
- artificial neural networks
- training set size
- avoid overfitting