Kernel methods through the roof: handling billions of points efficiently.
Giacomo MeantiLuigi CarratinoLorenzo RosascoAlessandro RudiPublished in: CoRR (2020)
Keyphrases
- kernel methods
- learning problems
- kernel function
- machine learning
- support vector
- kernel matrix
- kernel matrices
- point sets
- learning tasks
- similarity function
- feature space
- data points
- reproducing kernel hilbert space
- support vector machine
- multiple kernel
- high dimensional feature space
- kernel pca
- point cloud
- graph kernels
- convex hull
- kernel fisher discriminant analysis
- neural network
- knn
- positive semidefinite
- decision trees
- learning frameworks