 Gaussian sample-covariance operator-norm bound

For independent centered Gaussian vectors with covariance $\Sigma$ and uncentered sample covariance $\hat{\Sigma }=n^{-1}{\sum }_i{x}_i{x}_i^T$, with probability at least $1-e^{-t}$,