Monotone class theorem explained
is precisely the smallest
-algebra containing
It is used as a type of
transfinite induction to prove many other theorems, such as
Fubini's theorem.
Definition of a monotone class
A is a family (i.e. class)
of sets that is
closed under countable monotone unions and also under countable monotone intersections. Explicitly, this means
has the following properties:
- if
and
then
and
- if
and
then
Monotone class theorem for functions
Proof
The following argument originates in Rick Durrett's Probability: Theory and Examples.[1]
Results and applications
As a corollary, if
is a
ring of sets, then the smallest monotone class containing it coincides with the
-ring of
By invoking this theorem, one can use monotone classes to help verify that a certain collection of subsets is a -algebra.
The monotone class theorem for functions can be a powerful tool that allows statements about particularly simple classes of functions to be generalized to arbitrary bounded and measurable functions.
Notes and References
- Book: Durrett, Rick. 2010. Probability: Theory and Examples. limited. 4th. Cambridge University Press. 276. 978-0521765398.