Mercer's theorem

GPTKB entity

Statements (19)
Predicate Object
gptkbp:instanceOf gptkb:mathematical_concept
gptkbp:appliesTo compact domains
continuous symmetric positive semi-definite kernels
gptkbp:describes conditions for representing positive definite kernels as sums of eigenfunctions
gptkbp:field gptkb:mathematics
functional analysis
integral equations
https://www.w3.org/2000/01/rdf-schema#label Mercer's theorem
gptkbp:namedAfter gptkb:James_Mercer
gptkbp:publicationYear 1909
gptkbp:publishedIn gptkb:Proceedings_of_the_London_Mathematical_Society
gptkbp:relatedTo gptkb:Hilbert-Schmidt_operators
spectral theory
eigenfunction expansion
gptkbp:sentence If K(x, y) is a continuous symmetric positive semi-definite kernel on a compact domain, then it can be represented as a sum of eigenfunctions with non-negative eigenvalues.
gptkbp:usedIn gptkb:machine_learning
support vector machines
gptkbp:bfsParent gptkb:kernel_methods
gptkbp:bfsLayer 5