Max Menzies

Optimally adaptive Bayesian spectral density estimation for stationary and nonstationary processes

2020 · arXiv (Cornell University)

This article improves on existing methods to estimate the spectral density of stationary and nonstationary time series assuming a Gaussian process prior. By optimising an appropriate eigendecomposition using a smoothing spline covariance structure, our method …