Gram matrix

GPTKB entity

Statements (29)
Predicate Object
gptkbp:instanceOf gptkb:group_of_people
gptkbp:appearsIn gptkb:Hilbert_space_theory
gptkb:reproducing_kernel_Hilbert_space
support vector machines
feature space
gptkbp:defines matrix of all possible inner products of a set of vectors
gptkbp:determinant zero if and only if vectors are linearly dependent
gptkbp:dimensions n x n for n vectors
gptkbp:entriesAre inner products
gptkbp:field complex numbers
real numbers
gptkbp:generalizes dot product
gptkbp:heldBy symmetric
positive semi-definite
https://www.w3.org/2000/01/rdf-schema#label Gram matrix
gptkbp:namedAfter gptkb:Jørgen_Pedersen_Gram
gptkbp:property rank equals the dimension of the span of the vectors
eigenvalues are non-negative
gptkbp:relatedTo covariance matrix
kernel matrix
gptkbp:usedFor gptkb:principal_component_analysis
gptkb:kernel_methods
computing volumes
determining linear independence
gptkbp:usedIn gptkb:machine_learning
statistics
linear algebra
gptkbp:bfsParent gptkb:Euclidean_space
gptkbp:bfsLayer 5