Snacks: a fast large-scale kernel SVM solver.
Sofiane TanjiAndrea Della VecchiaFrançois GlineurSilvia VillaPublished in: CoRR (2023)
Keyphrases
- support vector
- kernel function
- svm solvers
- kernel methods
- rbf kernel
- kernel space
- kernel parameters
- support vector machine
- support vector machine svm
- kernel machines
- svm classifier
- feature space
- svm classification
- polynomial kernels
- multiple kernel learning
- gaussian kernel
- decision function
- sparse kernel
- multi class
- knn
- real world
- generalization ability
- hyperplane
- stochastic gradient descent
- feature selection
- string kernels
- histogram intersection kernel
- radial basis function
- maximum margin
- linear svm
- logistic regression
- tree kernels
- linear classifiers
- input space
- standard svm
- gaussian processes
- multiple kernel
- relevance vector machine
- loss function
- kernel pca
- kernel ridge regression
- small scale
- support vector regression
- binary classification
- decision forest
- reduced set
- support vectors
- reproducing kernel hilbert space