Eigenvalues of sample covariance matrices of non-linear processes with infinite variance

Richard A. Davis, Oliver Pfaffel

We study the $k$-largest eigenvalues of heavy-tailed sample covariance matrices of the form $\bX\bX^\T$ in an asymptotic framework, where the dimension of the data and the sample s…