This paper proposes a new algorithm to estimate the maximum likelihood parameters of an Epidemic Type Aftershock Sequences (ETAS) model. It is based on Simulated Annealing, a versatile method that solves problems of global optimization and ensures convergence to a global optimum. The procedure is tested on both simulated and real catalogs. The main conclusion is that the method performs poorly as the size of the catalog decreases because the effect of the correlation of the ETAS parameters is more significant. These results give new insights into the ETAS model and the efficiency of the maximum-likelihood method within this context.Published84173T. Pericolosità sismica e contributo alla definizione del rischioJCR Journalrestricte
We propose two methods to calibrate the parameters of the epidemic-type aftershock sequence (ETAS) m...
Most empirical studies on the decay of the rate of aftershock with time after a main shock assume th...
The spatio-temporal epidemic type aftershock sequence (ETAS) model is widely used to describe the se...
Branching processes provide an accurate description of earthquake occurrence in the short term (days...
Branching processes provide an accurate description of earthquake occurrence in the short term (day...
The Renewal Epidemic-Type Aftershock Sequence (RETAS) model is a recently proposed point process mod...
Stochastic branching models provide a good description of some aspects of the temporal organization ...
The epidemic type aftershock sequence (ETAS) model is widely used in the modelling of earthquake cat...
We study simulated annealing algorithms to maximise a function psi on a subset of R-d. In classical ...
This paper presents both estimation and simulation as optimization problems that differ in the optim...
The classical approach to statistical analysis is usually based upon finding values for model parame...
In image analysis and image processing most methods require the selection of model parameters such a...
This paper investigates the basic properties of the recent shallow seismicity in Italy through stoch...
AbstractWe study simulated annealing algorithms to maximise a function ψ on a subset of Rd. In class...
The estimation of branching point process models by maximum likelihood can be unstable and computati...
We propose two methods to calibrate the parameters of the epidemic-type aftershock sequence (ETAS) m...
Most empirical studies on the decay of the rate of aftershock with time after a main shock assume th...
The spatio-temporal epidemic type aftershock sequence (ETAS) model is widely used to describe the se...
Branching processes provide an accurate description of earthquake occurrence in the short term (days...
Branching processes provide an accurate description of earthquake occurrence in the short term (day...
The Renewal Epidemic-Type Aftershock Sequence (RETAS) model is a recently proposed point process mod...
Stochastic branching models provide a good description of some aspects of the temporal organization ...
The epidemic type aftershock sequence (ETAS) model is widely used in the modelling of earthquake cat...
We study simulated annealing algorithms to maximise a function psi on a subset of R-d. In classical ...
This paper presents both estimation and simulation as optimization problems that differ in the optim...
The classical approach to statistical analysis is usually based upon finding values for model parame...
In image analysis and image processing most methods require the selection of model parameters such a...
This paper investigates the basic properties of the recent shallow seismicity in Italy through stoch...
AbstractWe study simulated annealing algorithms to maximise a function ψ on a subset of Rd. In class...
The estimation of branching point process models by maximum likelihood can be unstable and computati...
We propose two methods to calibrate the parameters of the epidemic-type aftershock sequence (ETAS) m...
Most empirical studies on the decay of the rate of aftershock with time after a main shock assume th...
The spatio-temporal epidemic type aftershock sequence (ETAS) model is widely used to describe the se...