Rare-event simulation for multidimensional random walks with t distributed increments

نویسندگان

  • J Blanchet
  • J C Liu
چکیده

In this paper we consider a stylized multidimensional rare-event simulation problem for a heavy-tailed process. More precisely, the problem of e¢ cient estimation via simulation of …rst passage time probabilities for a multidimensional random walk with t distributed increments. This problem is a natural generalization of ruin probabilities in insurance, in which the focus is a one dimensional random walk and captures important features of large deviations for multidimensional heavy-tailed processes. We develop a state-dependent importance sampling estimator for this class of multidimensional problems. Then, we argue, using techniques based on Lyapunov type inequalities that our estimator is strongly e¢ cient.

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

Rare-event Simulation for Multidimensional Regularly Varying Random Walks

We consider the problem of e¢ cient estimation via simulation of …rst passage time probabilities for a multidimensional random walk with regularly varying increments. In addition of being a natural generalization of the problem of computing ruin probabilities in insurance –in which the focus is a one dimensional random walk –this problem captures important features of large deviations for multi...

متن کامل

Convex Hulls of Multidimensional Random Walks

Let Sk be a random walk in R such that its distribution of increments does not assign mass to hyperplanes. We study the probability pn that the convex hull conv(S1, . . . , Sn) of the first n steps of the walk does not include the origin. By providing an explicit formula, we show that for planar symmetrically distributed random walks, pn does not depend on the distribution of increments. This e...

متن کامل

State-independent Importance Sampling for Random Walks with Regularly Varying Increments

We develop state-independent importance sampling based efficient simulation techniques for two commonly encountered rare event probabilities associated with random walk (Sn : n ≥ 0) having i.i.d. regularly varying heavy-tailed increments; namely, the level crossing probabilities when the increments of Sn have a negative mean, and the the large deviation probabilities P{Sn > b}, as both n and b ...

متن کامل

Random Walks in Cones

We study the asymptotic behaviour of a multidimensional random walk in a general cone. We find the tail asymptotics for the exit time and prove integral and local limit theorems for a random walk conditioned to stay in a cone. The main step in the proof consists in constructing a positive harmonic function for our random walk under minimal moment restrictions on the increments. For the proof of...

متن کامل

Efficient Importance Sampling in Ruin Problems for Multidimensional Regularly Varying Random Walks

We consider the problem of efficient estimation via simulation of first passage time probabilities for a multidimensional random walk with heavy-tailed increments. In addition to being a natural generalization to the problem of computing ruin probabilities in insurance—in which the focus is the maximum of a one-dimensional random walk with negative drift—this problem captures important features...

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 2007