Birkhoff's ergodic theorem states that if is an ergodic measure-preserving endomorphism
of a probability space
and
is an integrable real-valued measurable
function, then for almost every
, we have
|
(1)
|
as .
To illustrate this, take
to be the characteristic
function of some measurable subset
of
so that
|
(2)
|
The left-hand side of the first displayed equation just says how often the map orbit of
(that is, the points
,
,
, ...) lies in
, and the right-hand side is just the measure
of
.
Thus, for an ergodic endomorphism, "space-averages
= time-averages almost everywhere." Moreover,
if
is a continuous map on a compact
space and is uniquely ergodic with Borel measure
and
is a continuous function, then we can replace
the almost everywhere convergence in the first
displayed equation with "everywhere."