Paris A. Karakasis

Multivariate Density Estimation Using Low-Rank Fejér-Riesz Factorization

We consider the problem of learning smooth multivariate probability density functions. We invoke the canonical decomposition of multivariate functions and we show that if a joint probability density function admits a truncated Fourier series representation, then the classical univariate Fejér-Riesz…