Dependent Gaussian samples: estimation of the scatter uniform in dimension

An exact in order dimension-free estimation of the scatter of samples chosen according to an arbitrary Gaussian distribution is proposed. This estimation is only based on the spectral radius of the covariance quadratic form of $\gamma$.