The Banach algebra of functions of bounded variation and the pointwise Helly selection theorem
1
Let . For , we define11 1 In this note we speak about functions that take values in , because this makes it simpler to talk about monotone functions. Once the machinery is established we can then apply it to the real and imaginary parts of a function that takes values in .
and if we say that is bounded. We define to be the set of bounded functions , which with the norm is a Banach algebra.
A partition of is a set such that . For example, is a partition of . If is a partition of and , we say that is a refinement of . For , we define
It is straightforward to show using the triangle inequality that if is a refinement of then
In particular, any partition is a refinement of , so
The total variation of is
and if we say that is of bounded variation. We denote by the set of functions of bounded variation. For a function , we define by for , called the variation of .
If is monotone, it is straightforward to check that , hence that is of bounded variation.
We first show that .
Lemma 1.
If is of bounded variation, then
Proof.
Let If the result is immediate. If , then
Otherwise, is a partition of and
∎
The total variation of functions has several properties. The following lemma and that fact that functions of bounded variation are bounded imply that is an algebra.22 2 N. L. Carothers, Real Analysis, p. 204, Lemma 13.3.
Lemma 2.
If and , then the following statements are true.
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1.
if and only if is constant.
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2.
.
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3.
.
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4.
.
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5.
.
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6.
for .
Lemma 3.
If is differentiable on and , then
Proof.
Suppose that is a partition of . By the mean value theorem, for each there is some at which
Then
∎
Lemma 4.
If , then
Proof.
Let be a partition of . Then, by the fundamental theorem of calculus,
Therefore
∎
Lemma 5.
If is a polynomial, then
Proof.
Because is a polynomial, is also, so is piecewise monotone, say on for , for some and . Then
giving, because is a partition of ,
∎
Lemma 6.
If is a sequence of functions that converges pointwise to some and is some partition of , then
If is a sequence in that converges pointwise to some , then
Proof.
Say . Then, because taking the limit of convergent sequences is linear,
Let be a partition of . Then
This is true for any partition of , which yields
∎
We now prove that is a Banach space.33 3 N. L. Carothers, Real Analysis, p. 206, Theorem 13.4.
Theorem 7.
With the norm
is a Banach space.
Proof.
Using Lemma 2, it is straightforward to check that is a normed linear space. Suppose that is a Cauchy sequence in . By Lemma 1 it follows that is a Cauchy sequence in , and thus converges in to some .
Let be a partition of and let . Because is a Cauchy sequence in , there is some such that if then . For , Lemma 6 yields
Because and and is an algebra, . That is, the Cauchy sequence converges in to , showing that is a complete metric space and thus a Banach space. ∎
The following theorem shows that a function of bounded of variation can be written as the difference of nondecreasing functions.44 4 N. L. Carothers, Real Analysis, p. 207, Theorem 13.5.
Theorem 8.
Let and let be the variation of . Then and are nondecreasing.
Proof.
If , , then, using Lemma 2,
That is, , showing that is nondecreasing, and because is nondecreasing we have and so . ∎
The following theorem tells us that a function of bounded variation is right or left continuous at a point if and only if its variation is respectively right or left continuous at the point.55 5 N. L. Carothers, Real Analysis, p. 207, Theorem 13.9.
Theorem 9.
Let and let be the variation of . For , is right (respectively left) continuous at if and only if is right (respectively left) continuous at .
Proof.
Assume that is right continuous at . If , there is some such that implies that . If , then
showing that is right continuous at .
Assume that is right continuous at , with . Let . There is some such that implies that . Because is a supremum over partitions of , there is some partition of such that . Let . Then is a refinement of , so
Hence
showing that is right continuous at . ∎
For and for the variation of , we define the positive variation of as
and the negative variation of as
We can write the variation as . We now establish properties of the positive and negative variations.66 6 N. L. Carothers, Real Analysis, p. 209, Proposition 13.11.
Theorem 10.
Let , let be its variation, let be its positive variation, and let be its negative variation. Then and , and and are nondecreasing.
Proof.
For , . Because , we have , and because we have . And then implies that and .
For ,
and
∎
We now prove that is a Banach algebra.77 7 N. L. Carothers, Real Analysis, p. 209, Proposition 13.12.
Theorem 11.
is a Banach algebra.
Proof.
For , let , , be their variations, positive variations, and negative variations, respectively. Then
Using this and the fact that if is nondecreasing then ,
which shows that is a normed algebra. And is a Banach space, so is a Banach algebra. ∎
Theorem 12.
If , then
Let and be the positive and negative parts of and let and be the positive and negative variations of . Then, for ,
Proof.
Lemma 4 states that . Because is continuous it is Riemann integrable, hence for any there is some partition of such that if for then
By the mean value theorem, for each there is some such that . Then
so
and thus
This is true for all , therefore
which is what we wanted to show.
Write
These satisfy and . Using the fundamental theorem of calculus,
and
∎
2 Helly’s selection theorem
We will use the following lemmas in the proof of the Helly selection theorem.88 8 N. L. Carothers, Real Analysis, p. 210, Theorem 13.13; p. 211, Lemma 13.14; p. 211, Lemma 13.15.
Lemma 13.
Suppose that is a set, that is a sequence of functions, and that there is some such that for all . If is a countable subset of , then there is a subsequence of that converges pointwise on to some , which satisfies .
Proof.
Say . Write . The sequence of real numbers satisfies for all , and since the set is compact there is a subsequence of that converges, say to . Suppose that is a subsequence of that converges to . Then the sequence of real numbers satisfies for all , and so there is a subsequence of that converges, say to . Let . Then one checks that as , namely, is a subsequence of that converges pointwise on to , and for each we have . ∎
Lemma 14.
Let with and . If is nondecreasing, then defined by
is nondecreasing and the restriction of to is equal to .
Lemma 15.
If is a sequence of nondecreasing functions and there is some such that for all , then there is a nondecreasing function , satisfying , and a subsequence of that converges pointwise to .
Proof.
Let . By Lemma 13, there is a function and a subsequence of that converges pointwise on to , and . Because each is nondecreasing, if and then
namely, is nondecreasing. is a dense subset of and , so applying Lemma 14, there is a nondecreasing function such that for ,
Suppose that is continuous at and let . Using the fact that is continuous at , there are such that and . Because , and , so there is some such that implies that both and . Then for , because each function is nondecreasing,
Likewise, for ,
This shows that if is continuous at then .
Let be the collection of those such that is not continuous at . Because is monotone, is countable. So we have established that if then . Because satisfies and is countable, Lemma 13 tells us that there is a function and a subsequence of such that converges pointwise on to , and . We define by for and for . . For , converges to , and is a subsequence of so converges to . For , converges to . Therefore, for any we have that , namely, converges pointwise to . Because each function is nondecreasing, it follows that is nondecreasing. ∎
Finally we prove the pointwise Helly selection theorem.99 9 N. L. Carothers, Real Analysis, p. 212, Theorem 13.16.
Theorem 16.
Let be a sequence in and suppose there is some with for all . There is some subsequence of that converges pointwise to some , satisfying .
Proof.
Let be the variation of . This satisfies, for any ,
and
Theorem 8 tells us that and are nondecreasing, so we can apply Lemma 15 to get that there is a nondecreasing function and a subsequence of that converges pointwise to . Then we use Lemma 15 again to get that there is a nondecreasing function and a subsequence of that converges pointwise to . Because and are pointwise limits of nondecreasing functions, they are each nondecreasing and so belong to . We define . For ,
namely the subsequence of converges pointwise to . By Lemma 6, because is a sequence in that converges pointwise to we have
completing the proof. ∎