Kernel methods

GPTKB entity

Statements (26)
Predicate Object
gptkbp:instanceOf Machine learning technique
gptkbp:appliesTo gptkb:Bioinformatics
Image analysis
Pattern recognition
Text mining
gptkbp:developedBy 1990s
gptkbp:enables Implicit feature mapping
Nonlinear learning
https://www.w3.org/2000/01/rdf-schema#label Kernel methods
gptkbp:inventedBy gptkb:Alexey_Chervonenkis
gptkb:Vladimir_Vapnik
gptkbp:notableExample Gaussian kernel
Polynomial kernel
Sigmoid kernel
Linear kernel
gptkbp:originatedIn Statistical learning theory
gptkbp:prevention Explicit computation in high-dimensional space
gptkbp:relatedTo gptkb:Mercer's_theorem
Reproducing kernel Hilbert space
gptkbp:usedIn gptkb:Principal_component_analysis
Regression
Clustering
Support vector machines
gptkbp:uses Kernel function
gptkbp:bfsParent gptkb:Radial_Basis_Function
gptkbp:bfsLayer 7