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==Definitions==
==Definitions==


Let ''X'' be a [[locally compact]] [[topological space]] with a [[countable set|countable]] [[base (topology)|base]]. Let ''C''<sub>0</sub>(''X'') denote the space of all real-valued [[continuous function]]s on ''X'' that [[vanish at infinity]].
Let ''X'' be a [[locally compact]] [[topological space]] with a [[countable set|countable]] [[base (topology)|base]]. Let ''C''<sub>0</sub>(''X'') denote the space of all real-valued [[continuous function]]s on ''X'' that [[vanish at infinity]], equipped with the [[sup norms|sup-norm]] ||''f''&nbsp;||.


A '''Feller semigroup''' on ''C''<sub>0</sub>(''X'') is a collection {''T''<sub>''t''</sub>}<sub>''t''&nbsp;≥&nbsp;0</sub> of positive [[linear map]]s from ''C''<sub>0</sub>(''X'') to itself such that
A '''Feller semigroup''' on ''C''<sub>0</sub>(''X'') is a collection {''T''<sub>''t''</sub>}<sub>''t''&nbsp;≥&nbsp;0</sub> of positive [[linear map]]s from ''C''<sub>0</sub>(''X'') to itself such that
* ||''T''<sub>''t''</sub>''f''&nbsp;||&nbsp;≤&nbsp;||''f''&nbsp;|| for all ''t''&nbsp;≥&nbsp;0 and ''f'' in ''C''<sub>0</sub>(''X''),
* ||''T''<sub>''t''</sub>''f''&nbsp;||&nbsp;≤&nbsp;||''f''&nbsp;|| for all ''t''&nbsp;≥&nbsp;0 and ''f'' in ''C''<sub>0</sub>(''X''), i.e., it is a [[contraction mapping|contraction]] (in the weak sense);
* the [[semigroup]] property: ''T''<sub>''t''&nbsp;+&nbsp;''s''</sub>&nbsp;=&nbsp;''T''<sub>''t''</sub>&nbsp;o''T''<sub>''s''</sub> for all ''s'', ''t'' ≥ 0,
* the [[semigroup]] property: ''T''<sub>''t''&nbsp;+&nbsp;''s''</sub>&nbsp;=&nbsp;''T''<sub>''t''</sub>&nbsp;o''T''<sub>''s''</sub> for all ''s'', ''t'' ≥ 0;
* lim<sub>''t''&nbsp;→&nbsp;0</sub>||''T''<sub>''t''</sub>''f''&nbsp;&minus;&nbsp;''f''&nbsp;||&nbsp;=&nbsp;0 for every ''f'' in ''C''<sub>0</sub>(''X'').
* lim<sub>''t''&nbsp;→&nbsp;0</sub>||''T''<sub>''t''</sub>''f''&nbsp;&minus;&nbsp;''f''&nbsp;||&nbsp;=&nbsp;0 for every ''f'' in ''C''<sub>0</sub>(''X''). Using the semigroup property, this is equivalent to the map ''T''<sub>''t''</sub>''f''&nbsp; from ''t'' in [0,∞) to ''C''<sub>0</sub>(''X'') being [[right continuous]] for every ''f''.


A '''Feller transition function''' is a probability transition function associated with a Feller semigroup.
A '''Feller transition function''' is a probability transition function associated with a Feller semigroup.

Revision as of 05:06, 8 May 2011

In probability theory relating to stochastic processes, a Feller process is a particular kind of Markov process.

Definitions

Let X be a locally compact topological space with a countable base. Let C0(X) denote the space of all real-valued continuous functions on X that vanish at infinity, equipped with the sup-norm ||f ||.

A Feller semigroup on C0(X) is a collection {Tt}t ≥ 0 of positive linear maps from C0(X) to itself such that

  • ||Ttf || ≤ ||f || for all t ≥ 0 and f in C0(X), i.e., it is a contraction (in the weak sense);
  • the semigroup property: Tt + s = Tt oTs for all s, t ≥ 0;
  • limt → 0||Ttf − f || = 0 for every f in C0(X). Using the semigroup property, this is equivalent to the map Ttf  from t in [0,∞) to C0(X) being right continuous for every f.

A Feller transition function is a probability transition function associated with a Feller semigroup.

A Feller process is a Markov process with a Feller transition function.

Generator

Feller processes (or transition semigroups) can be described by their infinitesimal generator. A function f in C0 is said to be in the domain of the generator if the uniform limit

exists. The operator A is the generator of Tt, and the space of functions on which it is defined is written as DA.

Resolvent

The resolvent of a Feller process (or semigroup) is a collection of maps (Rλ)λ > 0 from C0(X) to itself defined by

It can be shown that it satisfies the identity

Furthermore, for any fixed λ > 0, the image of Rλ is equal to the domain DA of the generator A, and

Examples

  • Brownian motion and the Poisson process are examples of Feller processes. More generally, every Lévy process is a Feller process.

See also