The most popular approach in extreme value statistics is the modelling of
threshold exceedances using the asymptotically motivated generalised Pareto
distribution. This approach involves the selection of a high threshold above
which the model fits the data well. Sometimes, few observations of a
measurement process might be recorded in applications and so selecting a high
quantile of the sample as the threshold leads to almost no exceedances.