Spliced Binned-Pareto Distribution for Robust Modeling of Heavy-tailed Time Series

Elena Ehrlich, Laurent Callot, François-Xavier Aubet

This work proposes a novel method to robustly and accurately model time series with heavy-tailed noise, in non-stationary scenarios. In many practical application time series have…