Regularized Training and Tight Certification for Randomized Smoothed Classifier with Provable Robustness.
Huijie FengChunpeng WuGuoyang ChenWeifeng ZhangYang NingPublished in: CoRR (2020)
Keyphrases
- training set
- training samples
- training process
- training examples
- decision forest
- lower bound
- training data
- supervised training
- third party
- multi layer perceptron
- test set
- feature selection and classifier
- support vector machine
- decision trees
- classification process
- text classifiers
- labeled training data
- training dataset
- classifier training
- boosted classifiers
- avoid overfitting
- feature set
- supervised learning
- feature selection
- training algorithm
- training phase
- classification performances
- feature space
- support vector
- learning stage
- ground truth labels
- data sets
- training set size
- linear svm
- classification algorithm
- class labels
- online learning
- learning algorithm