Estimation of the sub-Gaussian Parameter
The paper develops an estimator for a sub-Gaussian parameter ($\xi_2^*$), which characterizes the tail behavior of sub-Gaussian random variables. The estimation uses a constrained maximization approach and is consistent under certain conditions. Minimax risk analysis shows that the performance depends critically on the decay rate of a truncation gap function, $\delta P$.