§ 5. Measures defined by numerical densities
1. Locally integrable functions
Proposition 1
Let g be a function defined locally almost everywhere in T (for the positive measure ), with values in a Banach space F (resp. in ). The following properties are equivalent:
a) For every point , there exists a neighborhood V of t such that the function is -integrable.
b) The function g is -measurable and, for every compact set , .
c) For every numerical function , is -integrable.
Let us show that a) implies b); for, the function g is measurable by the principle of localization (Ch. IV, §5, No. 2, Prop. 4). On the other hand, for every there exists, by hypothesis, a neighborhood of in such that is integrable; one can therefore cover by a finite number of neighborhoods () such that the functions are integrable. Since , one has .
Secondly, b) implies c), because is then measurable, and if is the compact support of then , therefore by hypothesis; is therefore integrable by the criterion for integrability (Ch. IV, §5, No. 6, Th. 5).
Finally, c) implies a). Indeed, for every let be a compact neighborhood of . There exists a continuous mapping of into , equal to 1 on and with compact support (Ch. III, §1, No. 2, Lemma 1); by hypothesis is integrable, therefore so is (Ch. IV, §5, No. 6, Cor. 3 of Th. 5).
Definition 1
A function* , defined locally almost everywhere in (for the positive measure ), with values in a Banach space (resp. in ), is said to be locally integrable for (or locally *-integrable*) if it satisfies the conditions a), b), c) of Prop. 1. If is a complex measure, a function defined locally *-almost everywhere is said to be locally* *-integrable if it is locally integrable for the positive measure* .
If is locally -integrable, then every function equal to locally almost everywhere is locally integrable. It is clear that the sum of two locally integrable functions is locally integrable. The functions with values in , everywhere defined and locally integrable for , form a vector space denoted ; when or , the mention of is often omitted if there is no ambiguity. This space will always be equipped (absent express mention to the contrary) with the topology defined by the semi-norms , where runs over the set of compact subsets of . The associated Hausdorff space, the quotient of by the subspace of mappings that are zero locally almost everywhere, is denoted . The spaces and are identical.
It can be shown that the topological vector spaces just defined are complete (Exer. 31).
Every measurable function , that is essentially bounded on every compact set, is locally integrable. For every number such that , every function is locally integrable; indeed, for every function , belongs to (where is the exponent conjugate to ), therefore is integrable (Ch. IV, §6, No. 4, Cor. 4 of Th. 2).
Let be three Banach spaces, and a continuous bilinear mapping of into . If is locally integrable and takes its values in F, and if , then is locally integrable (Ch. IV, §6, No. 4, Cor. 1 of Th. 2).
2. Measures defined by numerical densities
Let be a positive numerical function defined locally -almost everywhere in T and locally -integrable; the set of such that is then locally -negligible, because is -integrable for every compact set K (Ch. IV, §2, No. 3, Prop. 7). Now let be a locally integrable function that is positive and finite, equal to locally -almost everywhere; set . The mapping of T into is vaguely -measurable and scalarly essentially integrable (or again, the pair , where I is the identity mapping of T, is -adapted); the integral does not depend on the particular function , locally almost everywhere equal to , used in the definition of the measures . This measure is determined by the condition
If now is a complex measure, and if is a complex function (or a function with values in ) defined locally -almost everywhere and locally integrable for , one can write
where , , , (Ch. III, §1, No. 5), and where have the analogous meanings; since is locally -integrable, each of the positive functions () is locally integrable for each positive measure (), so that the mapping
on is a complex measure.
Definition 2
Let be a complex measure, and let be a complex function (or a function with values in ) defined locally -almost everywhere and locally -integrable. The complex measure on T is said to be the product of the measure by the function , or the measure with density with respect to , and is denoted .
Every complex measure that is the product of a positive measure by a locally -integrable function is called a measure with base .
The relation is again, by convention, written
When is everywhere defined and continuous, one recovers the definition given in Ch. III, §1, No. 4. It is clear that if and are locally -integrable, then . Similarly, if and are two measures on , and if is a function locally integrable for and , then is locally integrable for and one has .
We shall henceforth restrict ourselves to the case of functions defined everywhere; the extension to functions defined locally almost everywhere, which is always obvious, is left to the reader.
The following proposition permits, for the most part, reducing the case of complex measures to that of positive measures:
Proposition 2
Let be a complex measure, and a locally -integrable complex function; then
We begin with an auxiliary result:
Lemma 1
— *Let be a complex measure, and let be an element of . Then
*where (resp. ) denotes the set of complex functions , continuous with compact support (resp. Borel), such that .
Let us first treat the case that . Obviously
(Ch. IV, §4, No. 2, Prop. 2). On the other hand, let be an element of such that ; is the uniform limit of a sequence of elements of whose supports are contained in the open set formed by the such that , and one may clearly suppose that for every . Set for , for ; then , , therefore , and finally
One concludes by observing that the first member of this inequality is equal to (Ch. III, §1, No. 6, formula (12)).
Next, denote by an element of , and let us show that (4) is again true: it suffices to verify that the three members of this relation depend continuously on for the topology of , since they coincide on the dense subspace . This results at once from the following inequalities, where and denote elements of :
for all . The lemma is thus established.
Passing to the proof of Proposition 2, let us apply the lemma to the function , where belongs to . This yields:
However, the first member is also equal to
The two measures and are therefore equal.
Corollary
Let and be two locally -integrable numerical functions; then
In particular, if is a locally -integrable numerical function, then
This follows at once from Prop. 2 and the formulas (6) of Ch. II, §1, No. 1.
3. Integration with respect to a measure defined by a density
In the statements of this subsection, denotes a positive numerical function, defined everywhere and locally -integrable, denotes a complex measure, and a locally -integrable complex function.
The remarks in No. 2 show that the results of §4 are applicable to the measure (even though the measure is not defined unless ). We thus obtain the following statement:
Proposition 3
For every numerical function defined on ,
This follows from Th. 1 of §4, No. 2.
Corollary 1
In order that a function , with values in a Banach space or in , be locally negligible for the measure , it is necessary and sufficient that be locally negligible for .
To say that (resp. ) is locally negligible for (resp. for ) is equivalent to saying that (resp. ) is locally negligible for (resp. for ). We are thus reduced, in view of Prop. 2 of No. 2, to the case that are positive; the statement then follows at once from Prop. 3.
Corollary 2
Let and be two locally -integrable complex functions. In order that , it is necessary and sufficient that and be equal locally almost everywhere.
One is immediately reduced to showing that implies that locally almost everywhere; but means that the function 1 is locally negligible for the measure . One then applies Corollary 1.
Corollary 3
Let be a complex function that is locally integrable for the positive measure . For to be a positive measure, it is necessary and sufficient that locally almost everywhere.
For, is positive if and only if (Prop. 2), and this is equivalent to locally almost everywhere (Cor. 2).
Proposition 4
For a mapping of into a topological space to be measurable for the measure , it is necessary and sufficient that the restriction of , to the -measurable set of the such that , be -measurable.
When and are positive, this follows at once from Prop. 3 of §4, No. 3. The result then extends to the case that and are complex thanks to Prop. 2.
Corollary
Let be a function defined on , with values in a Banach space or in . For to be -measurable, it is necessary and sufficient that be -measurable.
For, is the extension by 0 of to .
Theorem 1
Let be a function defined on , with values in a Banach space or in . In order that be essentially integrable for* the measure , it is necessary and sufficient that be essentially -integrable, in which case
Suppose moreover that is continuous and that for all ; then is integrable for the measure if and only if is integrable for .
The case that and are positive follows at once from Th. 2 of §4, No. 4. The first and the last assertion of the statement then follow immediately, because is essentially integrable (resp. integrable) with respect to if and only if it is essentially integrable (resp. integrable) for . Finally, suppose that is essentially integrable for (hence for ); we make use of the decomposition (2): is essentially integrable for each of the measures (), because these measures are . We have
The formula (6) follows immediately from this.
Corollary
For the measure to be bounded, it is necessary and sufficient that be essentially -integrable.
Example
Let be a subset of ; for to be locally -integrable, it is necessary and sufficient that be -measurable. Assuming the condition to be fulfilled, set ; for every numerical function defined on , we then have
a quantity that is also denoted by (cf. Ch. IV, §5, No. 6). For a mapping of into a topological space to be -measurable, it is necessary and sufficient that the restriction of to be -measurable. For a mapping of into a Banach space or into to be essentially -integrable, it is necessary and sufficient that be essentially -integrable, in which case
an expression that is also denoted . Note that if two mappings of into (resp. ) coincide on , then for one of them to be -measurable (resp. essentially -integrable), it is necessary and sufficient that the other be so. If now is a mapping into of an arbitrary subset of , one says that is -measurable on if an arbitrary extension to of the restriction of to is -measurable, which amounts to saying that the restriction of to is -measurable. A mapping of into a Banach space , or into , is said to be essentially -integrable on if some extension to of the restriction of to is essentially -integrable; one then sets
4. Behavior of the product with respect to the usual operations
Proposition 5
Let* be a family of positive measures on , directed for the relation , admitting in a supremum . For a positive numerical function to be locally -*integrable, it is necessary and sufficient that* be locally -*integrable for every* and that the family be bounded above in ; *in this case,
Corollary
— Suppose that is the sum of a family of measures on T. For a positive numerical function g defined on T to be locally -integrable, it is necessary and sufficient that g be locally -integrable for every and that the family be summable. In this case,
Let be a family of -measurable positive functions defined on T. Let be the set of such that . We shall say that the family is locally countable if the family is locally countable (Ch. IV, §5, No. 9); this amounts to saying that, for every compact set K in T, the set of such that is not zero is countable.
Proposition 6
— Let be a locally countable family of locally -integrable positive numerical functions defined on T. In order that the function be locally -integrable, it is necessary and sufficient that the family of measures be summable, in which case
It is clear that is -measurable (Ch. IV, §5, No. 2, Prop. 4 and No. 4, Cor. 1 of Th. 2). For to be locally -integrable, it is therefore necessary and sufficient that be finite for every . Now, since the set of such that is countable, we have (§1, No. 1, Cor. of Prop. 2). Set ; the condition is equivalent to the condition : in other words, is locally -integrable if and only if the family is summable. Denoting the sum of this family by , the preceding calculation yields the equality , which is equivalent to (8).
Corollary
— Let be a sequence of locally -integrable numerical functions, such that the sequence of measures is increasing. In order that this sequence have an upper bound in the ordered vector space of real measures on T, it is necessary and sufficient that the function be locally -integrable; the supremum in of the sequence is then the measure .
It suffices to apply Prop. 6 to the functions (positive locally almost everywhere) .
Proposition 7
— Let X be a locally compact space that is countable at infinity, and let be a -adequate mapping of T into .
Let be a positive numerical function defined on , locally integrable for the measure . The set of such that is not locally -integrable is then locally negligible for , the mapping (defined locally -almost everywhere) is -adequate, and
Let be an increasing sequence of compact subsets of whose interiors cover ; if is any positive measure on , to say that is locally -integrable is equivalent to saying that is -integrable for every . Now let be the set of such that is not -integrable, and let ; since is locally -negligible for all (§ 3, No. 3, Th. 1), the same is true of , which establishes the first assertion of the statement. Replacing by 0 for in (which does not change the measure ), we can suppose that is locally -integrable for every . For every -measurable positive function defined on , we have, by Prop. 3 and by Prop. 5 of § 3, No. 2,
This formula and Prop. 5 of § 3, No. 2 first show (on taking ) that the mapping is scalarly essentially -integrable, and that its integral is ; in other words, the relation (9) holds. Next, let us replace by a positive measure , and let us take for a positive lower semi-continuous function: it follows at once from these relations that is -adequate (§ 3, No. 1, Def. 1).
Proposition 8
Let be a complex measure on , a locally -integrable complex function, the measure . For a complex function defined on to be locally -integrable, it is necessary and sufficient that be locally -integrable, in which case
By the corollary of Prop. 4, to say that is -measurable is equivalent to saying that is -measurable. Let us suppose this condition to be satisfied. For every function we have, by Propositions 2 and 3,
To say that is locally -integrable is therefore equivalent to saying that is locally -integrable. Assuming this condition to be satisfied, by Th. 1 we have
a formula equivalent to (10).
5. Characterization of measures with base
Theorem 2 (Lebesgue–Nikodym)
— *Let and be two positive measures on . The following properties are equivalent:
1) is a measure with base . 2) Every locally -negligible set is locally -negligible. 3) Every -negligible compact set is -negligible.
It is clear that 1) implies 2) (Cor. 1 of Prop. 3), and that 2) implies 3). We are going to show that 3) implies 1). We first note that if the condition 3) is satisfied, then every set that is universally measurable and locally -negligible is locally -negligible; for, , where runs over the set of compact sets contained in (§ 1, No. 3, Prop. 10, a) and Ch. IV, § 4, No. 6, Cor. 2 of Th. 4). Next, we shall establish two lemmas.
Lemma 2
— Let be a bounded positive measure on , and a real measure on such that , where is a positive constant. Then, there exists a real function , -integrable, such that .
Let be an element of the space ; is -measurable and . The function therefore belongs to , and also to since is bounded. By the Cauchy–Schwarz inequality,
The mapping is thus a continuous linear form on . The Hausdorff space associated with being a Hilbert space, there then exists (TVS, Ch. V, § 1, No. 7, Th. 3) a real function , therefore also belonging to , such that for every . Applying this relation for , one sees that .
Lemma 3
— *Suppose that the positive measure is such that every -negligible compact set is -negligible. Let be the set of compact subsets of having the following property:
(11) There exists a constant such that . The set is then -dense in .
If satisfies (11), and if is a Borel set contained in , it follows at once from Prop. 8 that ; from this, one deduces that the union of two elements of belongs to because , where . To establish the lemma, it remains to prove that every compact set such that contains a compact set such that (Ch. IV, §5, No. 8, Prop. 12). Choose a number and apply Lemma 1 to the bounded positive measure and the measure . Replacing if necessary the function such that by a function equal to it -almost everywhere, one can suppose that is universally measurable (§3, No. 4, Prop. 7) and is zero outside of . The set of such that , which is contained in , could not be -negligible, for it would then be -negligible (by the remark made at the beginning of the proof of Th. 2), hence -negligible, and one would have , which contradicts the choice of . Let be a compact set contained in , such that ; let us show that , which will establish the lemma. By Prop. 8,
The function is negative, therefore we indeed have .
Let us now complete the proof of Theorem 2. Assume that the condition 3) is verified and define as in Lemma 3. Let be a locally countable family of pairwise disjoint elements of , such that the set is locally -negligible (Ch. IV, §5, No. 9, Prop. 14); the family being locally countable, is universally measurable and therefore locally -negligible. Set , ; since the functions form a locally countable family, whose sum is equal to 1 locally almost everywhere for and for , Proposition 6 implies that , . On the other hand, by the definition of , there exists for every a constant such that ; Lemma 2 therefore implies the existence of a function , which one can suppose to be zero outside of and positive (Cor. 3 of Prop. 3), such that . Therefore (No. 4, Prop. 8)
Set ; since the family is locally countable and the family is summable, Proposition 6 implies that is locally -integrable, and that , which establishes the theorem.
Corollary 1
— Let be a set of positive measures with base , admitting a supremum in ; then is a measure with base .
The Cor. of Prop. 2 permits reduction to the case that is an increasing directed set. For every locally -negligible set one then has, by Prop. 11 of §1, No. 4,
Theorem 2 therefore implies that is a measure with base .
Corollary 2
— Let be a real measure on . In order that belong to the band generated by in the fully lattice-ordered space (Ch. II, §1, No. 5), it is necessary and sufficient that be a measure with base .
On considering and , one is immediately reduced to the case of a positive measure (No. 2, Cor. of Prop. 2). Let us then set ; belongs to the band generated by if and only if (Ch. II, §1, No. 5, Cor. of Prop. 6). Now , being bounded above by , is a measure with base by Th. 2; the relation therefore implies that is a measure with base (Cor. 1). Conversely, suppose that is a measure with base : , where is locally -integrable and positive. Then (Cor. of Prop. 2), and it follows at once from Lebesgue’s theorem (Ch. IV, §4, No. 3, Prop. 4) that .
Corollary 3
— Let be a complex measure; there exists a universally measurable function , with , such that , .
Write , where , , , ; the positive measures (), being bounded above by (Ch. III, §1, No. 6, formula (17)), are measures with base by Theorem 2. It follows that there exists a locally -integrable function such that . Proposition 2 then yields the relation , which implies that locally -almost everywhere (Cor. 2 of Prop. 3). Finally, by Prop. 8, . Since the function is defined only up to a locally -negligible function, one can suppose that is universally measurable (§3, No. 4, Prop. 7) and that everywhere.
Remark 1
Suppose that is a positive measure, that is a -measurable function such that locally -almost everywhere (which implies that is locally -integrable), and that . Prop. 2 shows immediately that ; in other words, the property of the preceding statement characterizes the positive measure .
Remark 2
If , where is a positive measure and is a number , then is a measure with base .
Corollary 4
— Let and be two complex measures. In order that there exist a locally -integrable function such that , it is necessary and sufficient that every -negligible compact set be -negligible.
The condition is obviously necessary. Conversely, suppose that every -negligible compact set is -negligible; Theorem 2 implies the existence of a locally -integrable function such that . On the other hand, Cor. 3 implies the existence of a function (resp. ), of absolute value 1 and measurable for the measure (resp. ), such that (resp. ). Then, by Prop. 8, with .
Corollary 5
— Let and be two positive measures on T. The conditions 1), 2), 3) of Th. 2 are also equivalent to the following ones:
4) For every -integrable numerical function and for every number , there exists a such that the relations and imply .
5) For every function and every number , there exists a such that, for every bounded above by and satisfying , one has .
6) For every compact set and every number , there exists a such that the relations and imply .
The implications 4) 6) 3) are obvious.
Suppose there exists a finite function , universally measurable and locally -integrable, such that , and let us show that the condition 4) is satisfied. Let be a -integrable function , and let . For every integer , let be the set of such that . The functions form a decreasing sequence, bounded above by and tending pointwise to 0, therefore there exists an such that (Ch. IV, §4, No. 3, Prop. 4). If is a function on satisfying and , then
We have thus proved that the conditions 4) and 6) are equivalent to the conditions of Th. 2.
It is clear that 4) implies 5). Finally, if the condition 5) is satisfied, then belongs to the band generated by (Ch. II, §2, No. 2, Prop. 5), hence has base (Cor. 2).
Scholium
For every , set , where ; the mapping is linear, increasing and injective (Cor. 2 of Prop. 3), and its image in is the band B generated by (Cor. 2 of Th. 2). The mapping therefore permits identifying with a space of real measures on T; since all of the spaces are subspaces of , they too may be identified with subspaces of . Analogous considerations hold for complex-valued functions and measures. Note that the mapping considered above is an isomorphism of the ordered vector space structures of and B, but is obviously not an isomorphism for the topological vector space structures of these spaces.
Since every band in a fully lattice-ordered space is itself a fully lattice-ordered space (Ch. II, §1, No. 5), one sees that the space is fully lattice-ordered; but it is worthwhile to recall that the supremum in of an uncountable family of equivalence classes is not necessarily identical to the class of the upper envelope of the functions . However, we saw that for an increasing sequence of locally -integrable functions whose upper envelope is locally -integrable, is the supremum of the sequence of measures in (Cor. of Prop. 6).
Here is an interesting consequence of Corollary 3 of Th. 2:
Proposition 9
Let be a bounded complex measure; for to be a positive measure, it is necessary and sufficient that .*.
The condition is obviously necessary. Conversely, suppose that , and denote by a -measurable function of absolute value 1 such that . Since (Ch. IV, §4, No. 7, Prop. 12) and (Th. 1), the hypothesis implies that and therefore . The function , being positive, is therefore zero almost everywhere, which implies that almost everywhere and completes the proof.
6. Equivalent measures
Proposition 10
Let and be two positive measures on T. The following conditions are equivalent: a) The locally negligible sets are the same for and . b) The bands generated by and in are identical. c) One has , where is locally -integrable and locally almost everywhere for .
The conditions a) and b) are equivalent by Cor. 2 of Th. 2 of No. 5. If they are satisfied, then and , where (resp. ) is positive and locally integrable for (resp. ). Therefore (No. 4, Prop. 8) is locally -integrable and . It follows (No. 3, Cor. 2 of Prop. 3) that is equal to 1 locally almost everywhere for , so that and locally almost everywhere for . Conversely, suppose that with locally almost everywhere for ;
since is defined locally almost everywhere and is locally -integrable, is locally -integrable and (No. 4, Prop. 8).
Definition 3
Two complex measures on a locally compact space are said to be equivalent if the measures and satisfy the conditions a), b), c) of Prop. 10.
For and to be equivalent, it is therefore necessary and sufficient that and be equivalent.
Remark
— If and are two equivalent positive measures then the measurable functions defined on , with values in any topological space , are the same for and , as follows at once from Prop. 4 of No. 3.
Proposition 11
Let be a positive measure on . If is countable at infinity, then there exists a continuous function such that for all and such that the measure (equivalent to ) is bounded.
Let be a sequence of compact sets forming a covering of and, for every , let be a function in such that and on (Ch. III, §1, No. 2, Lemma 1). Let be a sequence of numbers such that ; the series is then normally convergent in , consequently is a continuous function on , such that for all , by construction. Setting , we then have (Prop. 3 and Ch. IV, §1, No. 3, Prop. 13)
On taking for example when , and otherwise, we have and , which proves the proposition.
Proposition 12
Let be a sequence of bounded positive measures on ; there exists a bounded positive measure on such that the relation is equivalent to « for every »; each of the measures has base . Moreover, if is a second positive measure on having this property, then and are equivalent.
The last part of the statement follows at once from Def. 3. To prove the existence of , we can restrict ourselves to the case that for every ; the family of measures is then summable in , and its sum is such that . Moreover, since , the relation implies that for all ; conversely, if is a set that is negligible for all the , then it is locally negligible for
(§2, No. 2, Cor. 2 of Prop. 1), hence is -negligible since is bounded (§1, No. 2, Cor. 2 of Prop. 7).
7. Alien measures
Given two real measures on , recall that and are said to be alien (to each other) if in (Ch. II, §1, No. 1). The real measures alien to a given measure are known to form a band (Ch. II, §1, No. 5, Th. 1). This definition may be extended immediately to the case of complex measures.
Definition 4
One says that a complex measure on is concentrated on a subset of , or that carries , if is locally negligible for .
The set carries if and only if it carries . It is equivalent to say that carries , or that is -measurable and . If is concentrated on , then every measure with base is concentrated on .
Proposition 13
In order that two complex measures and on be alien to each other, it is necessary and sufficient that there exist in two disjoint sets and such that is concentrated on and on ; and may be taken to be universally measurable.
Set , , ; since and are bounded above by , there exist two locally -integrable functions and (which one can suppose to be universally measurable by §3, No. 4, Prop. 7) such that , . Then
(No. 2, Cor. of Prop. 2). Let (resp. ) be the set of such that and (resp. and ). If and are alien, then locally -almost everywhere (No. 3, Cor. 2 of Prop. 3), so that the disjoint universally measurable sets and carry and , respectively. Conversely, suppose that and are carried, respectively, by disjoint sets and ; is measurable for the measure , and . By Prop. 8 of No. 4, the function is -measurable, and . Similarly, if then ; one concludes by remarking that (No. 2, Cor. of Prop. 2).
Corollary 1
For every real measure on , there exist two disjoint sets carrying and , respectively.
One must take care not to confuse the notion of support of a measure , and that of a set where is concentrated. The support S of is the smallest closed set carrying (Ch. III, § 2, No. 2, Prop. 2 and Ch. IV, §2, No. 2, Prop. 5). However, there may exist subsets of S that are distinct from S and carry . More generally, one can have for two positive measures and having the same support (Exer. 5).
Note also that the intersection of the sets carrying is the set of points such that , and it can be empty (for example, in the case of Lebesgue measure); therefore, there is not in general a smallest set carrying .
Corollary 2
— Let and be two alien complex measures, and let and be two complex measures admitting densities relative to and , respectively; then and are alien.
Corollary 3
— Let and be two alien complex measures; then .
Denote by (resp. ) a universally measurable function of absolute value 1 such that (resp. ) (Cor. 3 of Th. 2), and by A a universally measurable set carrying , such that carries (Prop. 13); then also . Since the function has absolute value equal to 1, the corollary follows from Prop. 2.
Theorem 3 (Lebesgue)
— Every complex measure on T may be written in one and only one way in the form , where is locally -integrable and is a measure alien to . Then .
When is positive, this follows at once from the theorem of F. Riesz (Ch. II, §1, No. 5, Th. 1) applied to the fully lattice-ordered space of real measures on T, and to the band generated by in this space, on taking into account Cor. 2 of No. 5, Th. 2; moreover, and are then positive, which implies that is positive locally -almost everywhere (Cor. 3 of Prop. 3). To treat the case that is not positive, set , (where is positive and where and are alien to each other), and , where is a universally measurable function of absolute value 1 (Cor. 3 of Th. 2). We then have (Prop. 8) , with (so that ) and (so that by Prop. 2); the measures and are alien to each other by Cor. 2 of Prop. 13. It only remains to establish the uniqueness of the decomposition. Thus, suppose that , where and are alien to ; is bounded above by , therefore is alien to , hence also to . The relation then implies that the two members are zero, which proves uniqueness.
Recall (No. 5, Th. 2 and Scholium) that the space may be identified (by means of the mapping ) with a subspace of . With this convention, Theorem 3 takes the following form:
Corollary
— *There exists a projector p of the space onto the space , whose kernel is the set of complex measures alien to , such that
for every complex measure .
If is restricted to the set of bounded measures, one obtains a projector of the space onto the space ; the relation implies that for every bounded complex measure .
8. Applications: I. Duality of the spaces
We shall treat here only the case of the real spaces .
Recall that two numbers such that , , are said to be conjugate exponents (Ch. IV, §6, No. 4). Every function defines a continuous linear form on , obtained by passing to the quotient starting with the linear form on , and one has (Ch. IV, §6, No. 4, Cor. of Prop. 3). Passing to the quotient, one thus deduces from the mapping an isometric linear mapping of into the dual of . We are going to show that, for , maps onto , so that we may henceforth identify the Banach space with the Banach space by means of the isomorphism . Stated in other terms:
Theorem 4
— *Let p and q be two conjugate exponents such that . Every continuous linear form on is of the type , where g is a function in whose class in is well-defined.
Let be a continuous linear form on ; thus, there exists a number such that for every function . Consider the restriction of to the space of continuous functions with compact support: for every compact subset K of T and every function (the space of continuous functions with compact support contained in K), one has ; therefore the topology induced on by that of is coarser than the topology of uniform convergence, and the restriction of to each is consequently continuous for the latter topology. This means that the restriction of to is a real measure (Ch. III, §1, No. 3, Def. 2).
Let us show that for every function in . It suffices to prove this formula for . Now, for every function in such that , we have
Thus, there exists a locally -integrable positive function such that for every function . Let us show that is locally almost everywhere equal to a function in . If the function in is such that , then . For every continuous mapping of T into with compact support, we therefore have as runs over the set of functions in such that . From this one deduces, by means of formula (11) of Chap. IV, §6, No. 4, that . It follows from this that as K runs over the set of compact subsets of T, and this proves our assertion (§1, Prop. 9).
Let be a universally measurable (real) function of absolute value 1 such that (Cor. 3 of Th. 2) and let ; then , and belongs to . For every function , we have . In other words, the continuous linear forms and coincide on ; they are therefore equal on , since is dense in , and this completes the proof.
Corollary
— *For every number p such that , the Banach space is reflexive.
In general, the dual of is not isomorphic to , consequently and are not reflexive (Exer. 10). We are going to characterize the continuous linear forms on that arise, by passage to the quotient, from a linear form on , where .
The ordered vector space , which is a subspace of , is fully lattice-ordered; for, if is a family of positive functions in whose set of classes is bounded above in , there exists an such that for all . Since is fully lattice-ordered, the family admits a supremum in ; but since for every , we have , consequently , whence our assertion.
Proposition 14
— In order that a positive linear form on be of the type , where , it is necessary and sufficient that, for every increasing directed family of positive functions in whose set of classes is bounded above in and admits as its supremum in this space, one have
Let us first show that the condition is necessary. The measure is the supremum in of the set of measures (No. 5, Scholium); therefore (Ch. II, §2, No. 2), for every function in , we have . If now is a number such that for all (which implies that ), then for every there exists a such that and , from which we infer that for all , and . Since , this proves that the two members of this inequality are equal.
To establish that the condition is sufficient, we shall make use of the following lemma:
Lemma 4
1° *Let be a lower semi-continuous and bounded positive function on . Then its class in is the supremum of the set of classes , where runs over the set of functions in such that .
2° Let be a measurable and bounded positive function on . Then its class in is the infimum of the set of classes , where runs over the set of lower semi-continuous and bounded functions on that are .
1° Let be a function in such that is the supremum in of the set of classes of the functions in such that ; obviously . Let be a relatively compact open subset of ; for every function in such that one has, by definition, locally almost everywhere, therefore almost everywhere; it follows that . However, since is lower semi-continuous, , where runs over the set of functions in such that (Ch. IV, §1, No. 1, Def. 1); therefore
and since almost everywhere, necessarily almost everywhere, whence locally almost everywhere.
2° Let be a function in such that is the infimum in of the set of classes of the lower semi-continuous functions that are bounded and ; then . Let be a compact subset of ; for every lower semi-continuous function that is bounded and , let be the function equal to on and to on . Then is lower semi-continuous and , therefore by definition locally almost everywhere; it follows that almost everywhere, whence . But , where runs over the set of lower semi-continuous functions that are bounded and (Ch. IV, §1, No. 3, Def. 3); therefore
and since almost everywhere, necessarily almost everywhere, whence locally almost everywhere.
The lemma having been proved, let be a positive linear form on satisfying the condition in the statement of Prop. 14. The restriction of to the space is a positive measure on . We are going to show that, for every positive function , one has . Suppose first that is lower semi-continuous (and bounded); by Lemma 4, is the supremum of the increasing directed set of classes , where runs over the directed set of functions in such that . Since by hypothesis , and by definition, our assertion is proved in this case. Secondly, suppose that is -measurable and bounded; then, by definition, , where runs over the decreasing directed set of lower semi-continuous functions that are bounded and . If then, applying the hypothesis of the statement to the increasing directed set of classes of the functions , where and , one sees, by virtue of the lemma, that , therefore indeed . In particular, for every -negligible function , one has , therefore and consequently (No. 5, Th. 2) is a measure with base ; moreover, , consequently (Cor. of Th. 1) with . Finally, since every -measurable function is -measurable, every positive function is -integrable and , which completes the proof.
One concludes from Prop. 14 that the linear forms on of the type , where , are the differences , where and are positive linear forms satisfying the condition of Prop. 14.
9. Applications: II. Functions of measures
Let be real measures on T, and let be a finite numerical function, defined on , and positively homogeneous, that is (Ch. I, §1, No. 1), such that
for every scalar . There exist positive measures on T such that for (for example, the sum ). Let and be two such measures on T. One can write , where (resp. ) is measurable and essentially bounded for the measure (resp. ) (No. 5, Th. 2). We are going to establish the following result: in order that the numerical function be locally integrable for , it is necessary and sufficient that the function be locally integrable for , in which case
Since , we can restrict ourselves to the case that . Then , where is a -measurable function such that (No. 5, Th. 2); whence (No. 4, Prop. 8)
it follows (No. 3, Cor. 2 of Prop. 3) that is equal to locally almost everywhere for . Consequently, by (12),
locally almost everywhere for . In order that be locally -integrable, it is therefore necessary and sufficient that be locally integrable for , therefore (No. 4, Prop. 8) that be locally integrable for ; and then (No. 4, Prop. 8)
Thus, the measure depends only on the measures and the function ; it is also denoted . This measure is therefore defined whenever is a positively homogeneous function such that, for a positive measure that is an upper bound for all of the , is locally -integrable, where denotes the density of with respect to . Note that this condition is fulfilled when is positively homogeneous and continuous: for, one then has
Let be positively homogeneous numerical functions defined on , such that the functions are locally -integrable. Let be a positively homogeneous numerical function defined on such that is locally -integrable. Set
In the special case of the functions , the measures defined by the procedure just described coincide, respectively, with those that have been denoted ; this follows at once from the Cor. of Prop. 2 of No. 2. If and are two real measures, and , then ; for, let be a measure that is an upper bound for and , and let be locally -integrable functions such that ; then
10. Diffuse measures; atomic measures
Definition 5
A measure on T is said to be diffuse if* for every .
Example
— Lebesgue measure on is diffuse (Ch. IV, §1, No. 3, Remark 1).
To say that is a diffuse measure on amounts to saying that every set with finite complement carries , or again that is alien to every point measure. The diffuse measures therefore form a band in (Ch. II, §1, No. 5, Th. 1).
Recall (Ch. III, §1, No. 3) that a complex measure on is said to be atomic if it is of the form , where is a complex function on such that for every compact subset of , which expresses that the family is summable (§2, No. 1, Remark 2). It then follows from the remark following Cor. 3 of Th. 2 of No. 5 that . The function that occurs in these formulas is uniquely determined, because . An atomic measure and a diffuse measure are alien to each other.
Proposition 15
Every complex measure on may be written in one and only one way in the form , where is an atomic measure and is a diffuse measure; one then has .*.
The uniqueness of the decomposition is obvious since, being atomic and diffuse, necessarily and . To establish existence, it suffices to observe that for every compact set , so that one can set . The measure is obviously diffuse, and the relation follows at once from Cor. 3 of Prop. 13 of No. 7.
One observes that this proof shows that if is carried by a set and if for every , then is atomic.
Exercises
See the exercises for § 5.