Consistent Estimators of a New Class of Covariance Matrix Distances in the Large Dimensional Regime
The problem of estimating the distance between two covariance matrices is considered. A general estimator is provided for a class of metrics, the estimator of which has never been addressed before in the literature. This corresponds to distances that can be expressed as sums of traces of functions t…