Kernel Optimization in SVM for Defense Against Adversarial Attacks.
Wanman LiXiaozhang LiuPublished in: CSS (2020)
Keyphrases
- standard svm
- kernel matrix
- kernel methods
- support vectors
- ls svm
- kernel function
- support vector
- support vector machine
- multiple kernel learning
- kernel pca
- svm training
- machine learning
- positive definite
- working set
- feature space
- svm classifier
- hyperplane
- ddos attacks
- decision function
- training data
- input space
- optimization algorithm
- gaussian kernel
- kernel parameters
- kernel machines
- kernel ridge regression
- string kernels
- multiple kernel
- feature selection
- svm classification
- countermeasures
- intrusion detection
- maximum margin
- support vector machine svm
- optimization problems
- optimal kernel
- feature vectors
- defense mechanisms