Hawkes Processes with Stochastic Excitations - Supplemental Materials

نویسندگان

  • Young Lee
  • Kar Wai Lim
  • Cheng Soon Ong
چکیده

This proof is adapted from Dassios and Zhao (2013) to our setting. We first note that the intensity λ t increases by Y j at jump time T j. That is, the right limit λ T + j is equal to the left limit λ T − j plus Y j. Thus, after the j-th jump, the intensity λ t would follow λ t = λ T + j − a e −δ(t−Tj) + a, T j ≤ t < T j + S j+1 , where T j and λ T + j are observed at the j-th jump. Here S j+1 is the inter-arrival time for the (j + 1)-th jump: S j+1 = T j+1 − T j .

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Hawkes Processes with Stochastic Excitations

We propose an extension to Hawkes processes by treating the levels of self-excitation as a stochastic differential equation. Our new point process allows better approximation in application domains where events and intensities accelerate each other with correlated levels of contagion. We generalize a recent algorithm for simulating draws from Hawkes processes whose levels of excitation are stoc...

متن کامل

Simulation , Estimation and Applications of Hawkes Processes

Hawkes processes are a particularly interesting class of stochastic processes that were introduced in the early seventies by A. G. Hawkes, notably to model the occurrence of seismic events. Since then they have been applied in diverse areas, from earthquake modeling to financial analysis. The processes themselves are characterized by a stochastic intensity vector, which represents the condition...

متن کامل

Modelling Reciprocating Relationships with Hawkes Processes

We present a Bayesian nonparametric model that discovers implicit social structure from interaction time-series data. Social groups are often formed implicitly, through actions among members of groups. Yet many models of social networks use explicitly declared relationships to infer social structure. We consider a particular class of Hawkes processes, a doubly stochastic point process, that is ...

متن کامل

Limit Theorems for a Cox-Ingersoll-Ross Process with Hawkes Jumps

In this paper, we propose a stochastic process, which is a CoxIngersoll-Ross process with Hawkes jumps. It can be seen as a generalization of the classical Cox-Ingersoll-Ross process and the classical Hawkes process with exponential exciting function. Our model is a special case of the affine point processes. Laplace transforms and limit theorems have been obtained, including law of large numbe...

متن کامل

Some limit theorems for Hawkes processes and application to financial statistics

In the context of statistics for random processes, we prove a law of large numbers and a functional central limit theorem for multivariate Hawkes processes observed over a time interval [0, T ] when T → ∞. We further exhibit the asymptotic behaviour of the covariation of the increments of the components of a multivariate Hawkes process, when the observations are imposed by a discrete scheme wit...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2016