Dean Markwick

Bayesian modelling of clustered extreme events using a nonparametric Hawkes process

Modelling and forecasting the occurrence of extreme events is especially difficult when extremes occur in temporal clusters and their magnitudes exhibit local variation. We approach this task by developing a Bayesian point process model for extreme events, which uses a self-exciting Hawkes process to model the rate at...