Karhunen–Loève theorem

GPTKB entity

Statements (23)
Predicate Object
gptkbp:instanceOf gptkb:mathematical_concept
gptkbp:appliesTo gptkb:Gaussian_processes
second-order stochastic processes
gptkbp:category gptkb:mathematics
gptkbp:describes representation of stochastic processes
gptkbp:field gptkb:probability_theory
functional analysis
stochastic processes
gptkbp:firstPublished 1940s
https://www.w3.org/2000/01/rdf-schema#label Karhunen–Loève theorem
gptkbp:namedAfter gptkb:Michel_Loève
Kari Karhunen
gptkbp:relatedTo gptkb:Hilbert_space
gptkb:principal_component_analysis
spectral decomposition
eigenfunction expansion
gptkbp:state A stochastic process can be represented as an infinite linear combination of orthogonal functions with uncorrelated random coefficients.
gptkbp:usedIn gptkb:machine_learning
gptkb:signal_processing
data compression
pattern recognition
gptkbp:bfsParent gptkb:Michel_Loève
gptkbp:bfsLayer 6