Snacks: a fast large-scale kernel SVM solver.
Sofiane TanjiAndrea Della VecchiaFrançois GlineurSilvia VillaPublished in: ECC (2023)
Keyphrases
- support vector
- kernel function
- svm solvers
- kernel methods
- support vector machine svm
- kernel space
- support vector machine
- rbf kernel
- feature space
- kernel parameters
- string kernels
- svm classification
- multiple kernel learning
- small scale
- kernel machines
- svm classifier
- polynomial kernels
- gaussian kernel
- real world
- feature maps
- decision function
- linear svm
- radial basis function
- support vectors
- hyperplane
- tree kernels
- multi class
- training data
- gaussian processes
- generalization ability
- feature selection
- classification and regression problems
- sparse kernel
- kernel matrix
- gaussian kernels
- stochastic gradient descent
- reduced set
- kernel pca
- multi class classification
- feature vectors
- machine learning