Freidlin-Wentzell theorem

Freidlin-Wentzell theorem

In mathematics, the Freidlin-Wentzell theorem is a result in the large deviations theory of stochastic processes. Roughly speaking, the Freidlin-Wentzell theorem gives an estimate for the probability that a (scaled-down) sample path of an Itō diffusion will stray far from the mean path. This statement is made precise using rate functions. The Freidlin-Wentzell theorem generalizes Schilder's theorem for standard Brownian motion.

tatement of the theorem

Let "B" be a standard Brownian motion on R"d" starting at the origin, 0 ∈ R"d", and let "X""ε" be an R"d"-valued Itō diffusion solving an Itō stochastic differential equation of the form

:egin{cases} mathrm{d} X_{t}^{varepsilon} = b(X_{t}^{varepsilon}) , mathrm{d} t + sqrt{varepsilon} , mathrm{d} B_{t}; \ X_{0}^{varepsilon} = 0; end{cases}

where the drift vector field "b" : R"d" → R"d" is uniformly Lipschitz continuous. Then, on the Banach space "C"0 = "C"0( [0, "T"] ; R"d") equipped with the supremum norm ||·||∞, the family of processes ("X""ε")"ε">0 satisfies the large deviations principle with good rate function "I" : "C"0 → R ∪ {+∞} given by

:I(omega) = frac{1}{2} int_{0}^{T} | dot{omega}_{t} - b(omega_{t}) |^{2} , mathrm{d} t

if "ω" lies in the Sobolev space "H"1( [0, "T"] ; R"d"), and "I"("ω") = +∞ otherwise. In other words, for every open set "G" ⊆ "C"0 and every closed set "F" ⊆ "C"0,

:limsup_{varepsilon downarrow 0} varepsilon log mathbf{P} ig [ X^{varepsilon} in F ig] leq - inf_{omega in F} I(omega)

and

:liminf_{varepsilon downarrow 0} varepsilon log mathbf{P} ig [ X^{varepsilon} in G ig] geq - inf_{omega in G} I(omega).

References

* cite book
last = Freidlin
first = Mark I.
coauthors = Wentzell, Alexander D.
title = Random perturbations of dynamical systems
series = Grundlehren der Mathematischen Wissenschaften [Fundamental Principles of Mathematical Sciences] 260
edition = Second edition
publisher = Springer-Verlag
location = New York
year = 1998
pages = pp. xii+430
isbn = 0-387-98362-7
MathSciNet|id=1652127
* cite book
last= Dembo
first = Amir
coauthors = Zeitouni, Ofer
title = Large deviations techniques and applications
series = Applications of Mathematics (New York) 38
edition = Second edition
publisher = Springer-Verlag
location = New York
year = 1998
pages = pp. xvi+396
isbn = 0-387-98406-2
MathSciNet|id=1619036 (See chapter 5.6)


Wikimedia Foundation. 2010.

Игры ⚽ Поможем решить контрольную работу

Look at other dictionaries:

  • Schilder's theorem — In mathematics, Schilder s theorem is a result in the large deviations theory of stochastic processes. Roughly speaking, Schilder s theorem gives an estimate for the probability that a (scaled down) sample path of Brownian motion will stray far… …   Wikipedia

  • Large deviations theory — In Probability Theory, the Large Deviations Theory concerns the asymptotic behaviour of remote tails of sequences of probability distributions. Some basic ideas of the theory can be tracked back to Laplace and Cramér, although a clear unified… …   Wikipedia

  • List of mathematics articles (F) — NOTOC F F₄ F algebra F coalgebra F distribution F divergence Fσ set F space F test F theory F. and M. Riesz theorem F1 Score Faà di Bruno s formula Face (geometry) Face configuration Face diagonal Facet (mathematics) Facetting… …   Wikipedia

Share the article and excerpts

Direct link
Do a right-click on the link above
and select “Copy Link”