Weakly measurable function explained

In mathematics—specifically, in functional analysis—a weakly measurable function taking values in a Banach space is a function whose composition with any element of the dual space is a measurable function in the usual (strong) sense. For separable spaces, the notions of weak and strong measurability agree.

Definition

If

(X,\Sigma)

is a measurable space and

B

is a Banach space over a field

K

(which is the real numbers

\R

or complex numbers

\Complex

), then

f:X\toB

is said to be weakly measurable if, for every continuous linear functional

g:B\toK,

the functiong \circ f \colon X \to \mathbb \quad \text \quad x \mapsto g(f(x))is a measurable function with respect to

\Sigma

and the usual Borel

\sigma

-algebra
on

K.

A measurable function on a probability space is usually referred to as a random variable (or random vector if it takes values in a vector space such as the Banach space

B

).Thus, as a special case of the above definition, if

(\Omega,l{P})

is a probability space, then a function

Z:\Omega\toB

is called a (

B

-valued) weak random variable (or weak random vector) if, for every continuous linear functional

g:B\toK,

the functiong \circ Z \colon \Omega \to \mathbb \quad \text \quad \omega \mapsto g(Z(\omega))is a

K

-valued random variable (i.e. measurable function) in the usual sense, with respect to

\Sigma

and the usual Borel

\sigma

-algebra on

K.

Properties

The relationship between measurability and weak measurability is given by the following result, known as Pettis' theorem or Pettis measurability theorem.

A function

f

is said to be almost surely separably valued (or essentially separably valued) if there exists a subset

N\subseteqX

with

\mu(N)=0

such that

f(X\setminusN)\subseteqB

is separable.

In the case that

B

is separable, since any subset of a separable Banach space is itself separable, one can take

N

above to be empty, and it follows that the notions of weak and strong measurability agree when

B

is separable.

References