Kernel Methods and their derivatives: Concept and perspectives for the Earth system sciences.
Juan Emmanuel JohnsonValero LaparraAdrián Pérez-SuayMiguel D. MahechaGustau Camps-VallsPublished in: CoRR (2020)
Keyphrases
- kernel methods
- kernel function
- support vector
- learning problems
- machine learning
- feature space
- support vector machine
- kernel matrix
- multiple kernel learning
- learning tasks
- reproducing kernel hilbert space
- kernel matrices
- higher order
- kernel learning
- kernel pca
- high dimensional feature space
- kernel trick
- multiple kernel
- similarity function
- data sets
- kernel ridge regression
- kernel fisher discriminant analysis
- learning frameworks