A spectral mixture representation of isotropic kernels with application to random Fourier features

Nicolas Langrené, Xavier Warin, Pierre Gruet

Rahimi and Recht (2007) introduced the idea of decomposing positive definite shift-invariant kernels by randomly sampling from their spectral distribution for machine learning appl…