The problem is that nonparametric estimators of EI require usually the choice of a threshold parameter u and/or a declustering parameter b or r. Our aim is to propose a nonparametric tool to find one parameter, e.g., u, b or r, by samples of moderate sizes. For this purpose, we extend the so-called discrepancy method for EI estimation in case of heavy-tailed distributions.