Gaussian Kernel

GPTKB entity

Statements (23)
Predicate Object
gptkbp:instanceOf Kernel function
gptkbp:alsoKnownAs Radial Basis Function kernel
gptkbp:application gptkb:dictionary
gptkb:machine_learning
pattern recognition
regression
gptkbp:featureSpace infinite-dimensional
gptkbp:form K(x, x') = exp(-||x - x'||^2 / (2σ^2))
https://www.w3.org/2000/01/rdf-schema#label Gaussian Kernel
gptkbp:measures Euclidean distance
gptkbp:origin gptkb:probability_theory
statistics
gptkbp:parameter σ (sigma)
gptkbp:property translation invariant
stationary
positive definite
gptkbp:relatedTo gptkb:Mercer's_theorem
Gaussian function
gptkbp:usedIn gptkb:Kernel_Principal_Component_Analysis
gptkb:Support_Vector_Machines
Gaussian Processes
gptkbp:bfsParent gptkb:Scale_Space
gptkbp:bfsLayer 6