Regularization of the ensemble Kalman filter using a non-parametric, non-stationary spatial model

Michael Tsyrulnikov, Arseniy Sotskiy

The sample covariance matrix of a random vector is a good estimate of the true covariance matrix if the sample size is much larger than the length of the vector. In high-dimensiona…