proof of functional monotone class theorem
We start by proving the following version of the monotone class theorem.
Theorem 1.
Let be a measurable space and be a -system (http://planetmath.org/PiSystem) generating the -algebra (http://planetmath.org/SigmaAlgebra) .Suppose that be a vector space
of real-valued functions on containing the constant functions and satisfying the following,
- •
if is bounded
and there is a sequence of nonnegative functions increasing pointwise to , then .
- •
for every set the characteristic function
is in .
Then, contains every bounded and measurable function from to .
Let consist of the collection of subsets of such that the characteristic function is in . Then, by the conditions of the theorem, the constant function is in so that , and . For any in then , as is closed under linear combinations
, and therefore is in .If is an increasing sequence, then increases pointwise to , which is therefore in , and . It follows that is a Dynkin system, and Dynkin’s lemma shows that it contains the -algebra .
We have shown that for every . Now consider any bounded and measurable function taking values in a finite set . Then,
is in .
We denote the floor function by . That is, is defined to be the largest integer less than or equal to the real number .Then, for any nonnegative bounded and measurable , the sequence of functions each take values in a finite set, so are in , and increase pointwise to . So, .
Finally, as every measurable and bounded function can be written as the difference of its positive and negative parts , then .
We now extend this result to prove the following more general form of the theorem.
Theorem 2.
Let be a set and be a collection of bounded and real valued functions on which is closed under multiplication, so that for all . Let be the -algebra on generated by .
Suppose that is a vector space of bounded real valued functions on containing and the constant functions, and satisfying the following
- •
if is bounded and there is a sequence of nonnegative functions increasing pointwise to , then .
Then, contains every bounded and real valued -measurable function on .
Let us start by showing that is closed under uniform convergence. That is, if is a sequence in and converges to zero, then . By passing to a subsequence if necessary, we may assume that for all . Define . Then since is a vector space containing the constant functions. Also, are nonnegative functions increasing pointwise to which must therefore be in , showing that as required.
Now let consist of linear combinations of constant functions and functions in and be its closure (http://planetmath.org/Closure) under uniform convergence. Then since we have just shown that is closed under uniform convergence.As is already closed under products
, and will also be closed under products, so are algebras (http://planetmath.org/Algebra). In particular, for every and polynomial
.Then, for any continuous function
, the Weierstrass approximation theorem
says that there is a sequence of polynomials converging uniformly to on bounded intervals, so uniformly. It follows that . In particular, the minimum of any two functions , and the maximum will be in .
We let consist of the sets such that there is a sequence of nonnegative increasing pointwise to . Once it is shown that this is a -system generating the -algebra , then the result will follow from theorem 1.
If are nonnegative functions increasing pointwise to then increases pointwise to , so and is a -system.
Finally, choose any and . Then, is a sequence of functions in increasing pointwise to . So, . As intervals of the form generate the Borel -algebra on , it follows that generates the -algebra , as required.