Bayesian spectral density estimation using P-splines with quantile-based knot placement

Patricio Maturana-Russel, Renate Meyer

This article proposes a Bayesian approach to estimating the spectral density of a stationary time series using a prior based on a mixture of P-spline distributions. Our proposal is…