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We tackle the issue of the blind prediction of a Gaussian time series. For this, we construct a projection operator built by plugging an empirical covariance estimator into a Schur complement decomposition of the projector. This operator is then used to compute the predictor. Rates of convergence of the estimates are given.

Estimation error for blind Gaussian time series prediction