Point process convergence for the off-diagonal entries of sample covariance matrices

Johannes Heiny, Thomas Mikosch, Jorge Yslas

We study point process convergence for sequences of iid random walks. The objective is to derive asymptotic theory for the extremes of these random walks. We show convergence of th…