semimartingale
Semimartingales are adapted stochastic processes which can be used as integrators in the general theory of stochastic integration. Examples of semimartingales include Brownian motion
, all local martingales
, finite variation processes and Levy processes
.
Given a filtered probability space (Ω,ℱ,(ℱt)t∈ℝ+,ℙ), we consider real-valued stochastic processes Xt with time index t ranging over the nonnegative real numbers. Then, semimartingales have historically been defined as follows.
Definition.
A semimartingale X is a cadlag adapted process having the decomposition X=M+V for a local martingale M and a finite variation process V.
More recently, the following alternative definition has also become common. For simple predictable integrands ξ, the stochastic integral ∫ξ𝑑X is easily defined for any process X. The following definition characterizes semimartingales as processes for which this integral is well behaved.
Definition.
A semimartingale X is a cadlag adapted process such that
{∫t0ξ𝑑X:|ξ|≤1 is simple predictable} |
is bounded in probability for each t∈R+.
Writing ∥ξ∥ for the supremum norm of a process ξ, this definition characterizes semimartingales as processes for which
∫t0ξn𝑑X→0 |
in probability as n→∞ for each t>0, where ξn is any sequence of simple predictable processes satisfying ∥ξn∥→0. This property is necessary and, as it turns out, sufficient for the development of a theory of stochastic integration for which results such as bounded convergence holds.
The equivalence of these two definitions of semimartingales is stated by the Bichteler-Dellacherie theorem.
A stochastic process Xt=(X1t,X2t,…,Xnt) taking values in ℝn is said to be a semimartingale if Xkt is a semimartingale for each k=1,2,…,n.
Title | semimartingale |
---|---|
Canonical name | Semimartingale |
Date of creation | 2013-03-22 18:36:38 |
Last modified on | 2013-03-22 18:36:38 |
Owner | gel (22282) |
Last modified by | gel (22282) |
Numerical id | 8 |
Author | gel (22282) |
Entry type | Definition |
Classification | msc 60G07 |
Classification | msc 60G48 |
Classification | msc 60H05 |