§ 3. L spaces
1. Minkowski’s inequality
Let X be a locally compact space, a measure on X. In the set of positive numerical functions (finite or not) defined on X, the function is positive, positively homogeneous, increasing and convex (, No. 3, Props. 10, 11 and 12).
Proposition 1
— For every real number and every pair of positive functions (finite or not) defined on X,
(Minkowski’s inequality).
The inequality (1) is obvious when one of the terms of the second member is equal to . In the contrary case, and are finite almost everywhere (, No. 3, Prop. 7). If and are finite positive functions equivalent to and , respectively, then and are equivalent to and , respectively, and since equivalent positive functions have the same upper integral (, No. 3, Prop. 6), we are reduced to proving the inequality (1) in the case that and are everywhere finite; but in this case the inequality is a special case of the general Minkowski inequality proved in Ch. I, No. 2, Prop. 3.
We shall also have occasion to make use of the following elementary inequality: if then, for any numbers ,
The inequality is obvious if or if one of the numbers is ; if are finite and , it may be written
which follows from the fact that
2. The semi-norms
In all that follows, denotes a complete normed vector space (that is, a Banach space) over the field or the field ; the norm of an element will be denoted . Given a mapping of a set into , we write for the mapping of into (one must take care to note that is a numerical function, and not a number).
Definition 1
Let be a locally compact space, a measure on . For every mapping of into a Banach space , and for every number such that , we denote by , or simply , the positive number* .
Note that the number may be equal to .
Proposition 2
If and are two mappings of into , and is any scalar , then, for ,
(3)
For, the relation (3) follows at once from Def. 1 and the fact that is positively homogeneous; on the other hand, since , the inequality (4) follows from Minkowski’s inequality (1) and the fact that is increasing.
We extend Def. 1 to the case of numerical functions, finite or not, defined on , by again setting
for such a function . One sees immediately that the relations (3) and (4) also hold for these functions when is defined on and . Moreover:
Theorem 1 (countable convexity theorem)
— *Let be a sequence of functions (finite or not) defined on . For ,
(5)
Set ; is the upper envelope of the increasing sequence of functions ; the definition of , and Th. 3 of §1, No. 3, show that . But by Prop. 1, whence the inequality (5).
Proposition 3
If f and g are two equivalent mappings of X into a Banach space F, then for ; conversely, if for a value of then f and g are equivalent.
The proposition follows at once from Th. 1 of §2, No. 3.
If f and g are two equivalent mappings of X into F, then for all (§ 2, No. 3, Prop. 6); thus, depends only on the class of f, and one sets, by definition, . Since the classes of mappings of X into F form a vector space (§ 2, No. 4), the relations (3) and (4) may also be written
One defines similarly for every class of equivalent numerical functions (finite or not).
One can then define for a function with values in F (resp. in ) defined almost everywhere in X, by setting ; it is then clear that the relations (3) and (4) again hold (assuming and defined almost everywhere, in the case of numerical functions, finite or not).
If , one again sets , but the inequalities (4) and (5) are no longer valid (cf. Ch. I, Exer. 6 and Ch. IV, §6, Exer. 13).
3. The spaces
Let F be a Banach space, (or simply ) the vector space of all mappings of X into F. For we will denote by or , or simply , or (if no confusion can result), the set of mappings f of X into F such that (we write instead of ). It is clear that . It follows at once from Prop. 2 of No. 2 that is a linear subspace of and that is a semi-norm on this space. We shall always assume (absent express mention to the contrary) that is equipped with the topology defined by this semi-norm; we shall say that this topology is the topology of convergence in mean of order p (for , we call it simply the topology of convergence in mean; for , one also says «topology of convergence in the quadratic mean»). We shall say that a filter on (resp. a sequence of elements of ) that converges to for this topology converges in mean of order to ; this means, therefore, that tends to 0 with respect to (resp. that tends to 0 as tends to infinity).
This terminology extends at once to the case that the functions and the function are only defined almost everywhere (or have values in , and are defined and finite almost everywhere).
Note that the locally convex space is in general not Hausdorff; the closure of 0 in this space is the linear subspace of negligible mappings of X into F (No. 2, Prop. 3).
Remark
— Let F be a Banach space over the field of complex numbers; then, for every function and every complex number , belongs to and ; in other words, is also a vector space over , and is a semi-norm on this complex vector space (TVS, II, §1).
Proposition 4
Let be a filter base on . Assume that there exists a compact set such that, for every set , all of the mappings have their support contained in K. Under these conditions, if converges uniformly in X to , then belongs to and converges in mean of order to .
It comes to the same thing to say that, on the set of mappings whose support is contained in a fixed compact set, the topology of uniform convergence is finer than the topology of convergence in mean of order .
For, let be a continuous mapping of X into , with compact support, equal to 1 on K (Ch. III, §1, No. 2, Lemma 1). For every , there exists an such that, for every mapping , for all . From this, it follows that , whence the proposition.
Proposition 5
The locally convex space is complete.
Since the Hausdorff space associated with is a normed space, it suffices to prove that every Cauchy sequence in has a limit for the topology of convergence in mean of order (GT, IX, §2, No. 6, Prop. 9). By hypothesis, for every there exists an integer such that the relations imply . One may therefore define, by induction on , a strictly increasing sequence of integers such that . If we show that the series with general term () is convergent in mean of order , then it will have a sum , and will be the limit of the sequence in ; will then be a cluster point of the sequence ; since this sequence is a Cauchy sequence, it will have as limit, and Prop. 5 will have been proved (GT, II, §3, No. 2, Cor. 2 of Prop. 5).
Prop. 5 is thus a consequence of the following proposition:
Proposition 6
Let be a sequence of functions in such that . Under these conditions, the series with general term is absolutely convergent almost everywhere in . Setting at the points where the series converges, and elsewhere, the function belongs to and is the sum of the series with general term (for the topology of convergence in mean of order ); more precisely, for every ,
Consider the positive function (finite or not) . By the countable convexity theorem (No. 2, Th. 1),
thus is finite almost everywhere (§ 2, No. 3, Prop. 7), which means that the series with general term is absolutely convergent almost everywhere. Since is complete, this series is convergent almost everywhere and, for every , , whence
which proves that belongs to . On the other hand, for every integer ,
almost everywhere, whence . By hypothesis, the series with general term is convergent; therefore, for every , there exists an integer such that , and the inequality (8) proves that is the sum of the series with general term , for the topology of convergence in mean of order .
Propositions 5 and 6 are thus completely proved.
4. -th power integrable functions
The vector space (which we shall denote simply by if there is no fear of confusion), consisting of the continuous functions of into with compact support, is obviously a subspace of each of the vector spaces .
Definition 2
Given a locally compact space* , a measure on , and a Banach space , we denote by (or simply , or ) the closure, in the locally convex space , of the vector space of continuous mappings of into with compact support. We denote by (or , or ) the (normed) Hausdorff space associated with . The functions belonging to are called the *-th power integrable functions* (*).
Obviously and .
We shall write and instead of and (or of and when this causes no confusion). If is a complex Banach space, and are equipped with the structure of a topological vector space over the field (No. 3, Remark).
It is clear that every function in that is equivalent to a function in , belongs to . A function with values in and defined almost everywhere in is again said to be -*th power integrable* if it is equivalent to a function in ; similarly a function with values in , defined and finite almost everywhere in , is said to be -*th power integrable* if it is equivalent to a function in .
The functions in (resp. in ) are thus the -*th power integrable functions* that are defined on all of (resp. defined and finite on all of ). In this section and the following one, most of the propositions proved for the functions in (resp. ) may immediately be extended to -*th power integrable functions* that are not everywhere defined (resp. that are not everywhere defined and finite); we shall usually leave to the reader the task of formulating and proving these results.
(*) The justification for this terminology will be given in §4, No. 2.
Remark 1
As has already been signalled (§2, No. 5) the -th power integrable functions with values in in general do not form a vector space.
Remark 2
In general, the space is distinct from its subspace (§4, Exer. 8).
Def. 2 immediately yields the following criterion:
Proposition 7
For a function to belong to , it is necessary and sufficient that, for every , there exist a continuous function with compact support such that .
In other words, the functions in are the limits of sequences of continuous functions with compact support, for the topology of convergence in mean of order .
Proposition 8
Let be a numerical function (finite or not) defined almost everywhere; if, for every , there exists two -th power integrable functions such that almost everywhere and , then is -th power integrable.
For, is finite almost everywhere and ; Prop. 7 therefore shows that is -th power integrable.
Since, by definition, is a closed subspace of , and since the latter space is complete (No. 3, Prop. 5), we have the following result (GT, II, §3, No. 4, Prop. 8):
Theorem 2
The space is complete; the space is a Banach space.
In the space , the norm of a class is again denoted .
Th. 2 can be sharpened as follows:
Theorem 3
Let be a Cauchy sequence in the space ; there exists a subsequence of having the following properties: 1° the series with general term is convergent; 2° the series with general term is absolutely convergent almost everywhere; 3° if is a function defined on and equal almost everywhere to the limit of the sequence , then belongs to and the sequence converges in mean of order to ; 4° there exists a lower semi-continuous function such that and such that, for every , for all .
As in the proof of Prop. 5 of No. 3, it suffices to define the sequence by induction, in such a way that ; parts 2° and 3° then follow from Prop. 6 of No. 3 and the fact that is closed in . On the other hand, if is the sum of the series with general term , Th. 1 of No. 2 shows that ; therefore, by the definition of , there exists a lower semi-continuous function such that , which completes the proof.
Corollary 1
— If a Cauchy sequence in the space is such that the sequence converges almost everywhere to *, then* is p-th power integrable and the sequence converges in mean of order to .
For, there exists a subsequence of such that converges almost everywhere to , where is a function in such that converges in mean of order to . The hypotheses therefore imply that almost everywhere, whence the corollary.
Corollary 2
— Let be a dense subset of . For every function , there exists a sequence of functions in having the following properties:
1° the sequence converges in mean of order to ; 2° for almost every , the sequence converges to .
For, since the space is metrizable, there exists a Cauchy sequence in consisting of functions in and convergent in mean of order to (GT, IX, §2, No. 6, Prop. 8); it suffices to apply Th. 3 to this sequence.
Cor. 2 is applicable in particular to the case where is taken to be the space of continuous functions with compact support.
Remark 3
A Cauchy sequence in can be such that the sequence is not convergent at any point of (Exer. 1).
Remark 4
If belongs to , it is not always possible to find a sequence of continuous functions with compact support such that the sequence converges everywhere in to a function equal to almost everywhere (§4, Exer. 4 c)).
5. Properties of -th power integrable functions
Theorem 4
— Let and be two Banach spaces, a continuous linear mapping of into . For every function , the composite function belongs to .
Let ; for every , there exists a function such that ; since , we have
and since is continuous with compact support, the theorem is proved.
Corollary 1
— Let be a continuous linear form on ; if , the numerical function **(denoted by )* belongs to* .
Corollary 2
— Given n points of F (), and n numerical functions () belonging to , the function belongs to .
This follows from the fact that the mapping of into F is continuous.
Proposition 9
— Let F be an n-dimensional vector space over , and let be a basis of F. For a function to belong to , it is necessary and sufficient that each of the numerical functions belong to .
This follows at once from Cors. 1 and 2 of Th. 4.
Proposition 10
— In the space , the linear subspace formed by the (finite) linear combinations , where and the are continuous numerical functions with compact support, is dense (for the topology of convergence in mean of order ).
The set of continuous mappings of X into F with compact support is by definition dense in . On the other hand, every function may be uniformly approximated by functions of the form , where the are continuous functions with support contained in a fixed compact neighborhood of the support of (Ch. III, §1, No. 2, Lemma 2); it follows (No. 3, Prop. 4) that is in the closure in of the set of , whence the proposition.
Proposition 11
— If a function belongs to , then the function belongs to , and the mapping of into is uniformly continuous (for the topology of convergence in mean of order ).
For every there exists a continuous function with compact support, such that ; since , we have , which proves that . On the other hand, if are two functions in then , which shows that is a uniformly continuous mapping.
Proposition 12
— For a numerical function to belong to , it is necessary and sufficient that each of the functions and belong to .
The condition is sufficient since ; it is necessary, because if then (Prop. 11).
Corollary
— The upper (resp. lower) envelope of a finite family of functions in belongs to .
6. Directed sets in and increasing sequences in
We have defined (§ 2, No. 6) an order relation in the set of equivalence classes of numerical functions defined and finite almost everywhere in ; equipped with this order relation and with its vector space structure, is a Riesz space. The corollary of Prop. 12 of No. 5 shows that if and are two elements of the subspace of , then the supremum of and in (which is the class of each of the functions , where and ) belongs to ; this proves in particular that , equipped with the order relation induced by that of , is a Riesz space.
Proposition 13
In the Riesz space , equipped with the topology defined by the norm , the mapping is uniformly continuous, and the set of elements is closed.
The first part of the proposition follows at once from Prop. 11 of No. 5; since the set of is also the set of such that , it is closed, because is a continuous mapping and is Hausdorff.
We thus see that the topology on defined by the norm is compatible with the ordered vector space structure of (TVS, II, § 2, No. 7).
Proposition 14
Let be a subset of the Riesz space , consisting of classes and directed for the relation . For to have a supremum in , it is necessary and sufficient that
The supremum of in is then the limit (in the Banach space ) of the section filter of .
The condition is clearly necessary, since is an increasing function on the set of elements of . To see that it is sufficient, we first observe that it implies that the image of under the mapping has a limit in , by the monotone limit theorem; the image of the section filter of under this mapping is therefore a base of a Cauchy filter on . The proof will be complete if we show that itself is a base of a Cauchy filter on ; for, will then converge in , since is complete (No. 4, Th. 2), and the proposition will follow from TVS, II, § 2, No. 7, Prop. 18.
To see that is a base of a Cauchy filter, we shall make use of the following lemma:
Lemma
If and are two functions in such that , then
When and are continuous with compact support, the relation (9) may be written
and is then a consequence of the elementary inequality (No. 1, formula (2)). To pass from this to the general case, it suffices to observe that the two members of (9) are continuous functions on , and that every function in is the limit (for convergence in mean of order ) of a sequence of continuous functions with compact support, by the continuity of the mapping on (Prop. 11).
The lemma having been established, for every there exists by hypothesis an such that, for every belonging to , we have ; from this it follows that ; thus, if and are two elements in that are , then , which proves that is a Cauchy filter base on and completes the proof of Prop. 14.
Corollary 1
If is the supremum of in , then
This follows from the continuity of the norm in , and the monotone limit theorem.
Corollary 2
The Riesz space is fully lattice-ordered.
Every directed set in (for the relation ), consisting of classes and bounded above in , has a supremum: for, if is an upper bound for in , then for all , and Prop. 14 is applicable. This proves the corollary (Ch. II, §1, No. 3, Prop. 1).
The conclusions of Prop. 14 no longer hold when they are formulated for the functions in instead of their classes. To be precise, if is a subset of , consisting of functions , directed for the relation , and such that , the class of the upper envelope of is not necessarily identical to the supremum in of the classes of the functions f \in M ; in particular, g is not necessarily p-th power integrable, and even if , can be distinct from (cf. §1, No. 3, Remark 1 following Th. 3).
Nevertheless, we have the following theorem:
Theorem 5
Let be an increasing sequence of functions in . For the upper envelope of this sequence to be p-th power integrable, it is necessary and sufficient that . The sequence is then convergent in mean of order to , and
The condition being obviously necessary, we need only prove that it is sufficient. Now, if the condition is satisfied then Prop. 14 shows that the sequence is a Cauchy sequence in , therefore the sequence is a Cauchy sequence in ; since tends to for all , is p-th power integrable and is the limit of the sequence for the topology of convergence in mean of order (No. 4, Cor. 1 of Th. 3). Therefore tends to since is a continuous function on .
Corollary 1
Let be a decreasing sequence of functions in ; then, the lower envelope of the sequence belongs to , the sequence converges in mean of order to , and
The first two assertions follow from Th. 5 applied to the sequence , which is increasing and bounded above; the rest is then obvious.
Corollary 2
Let be a sequence of functions in . For the upper envelope of the sequence to be p-th power integrable, it is necessary and sufficient that there exist a function such that and for all .
The condition is obviously necessary, on taking . Conversely, suppose it is verified, and set ; the sequence is increasing and consists of p-th power integrable functions (No. 5, Cor. of Prop. 12). The increasing sequence of positive functions satisfies the conditions of Th. 5, since ; its upper envelope is therefore p-th power integrable, and the same is true of .
Corollary 3
— Let be a countable set, a filter on having a countable base, a family of functions in . Assume that there exists a function such that and for all ; then the function is -th power integrable and
Let be a decreasing base of and set ; since is a countable set, it follows from Cor. 2 that is -th power integrable; on the other hand, . This being so, is the lower envelope of the decreasing sequence ; thus is -th power integrable by Cor. 1, and
7. Lebesgue’s theorem
Theorem 6 (Lebesgue)
— Let be a Banach space, a sequence of functions in such that: the sequence converges almost everywhere to a limit ; there exists a numerical function such that and almost everywhere in , for every integer . Then, the function (defined almost everywhere) is -th power integrable, and the sequence converges in mean of order to .
Consider the ‘double’ sequence of numerical functions , which belong to (No. 5, Prop. 11); by hypothesis, almost everywhere, and on the other hand almost everywhere; applying Cor. 3 of Th. 5 of No. 6 to this double sequence,
and since this implies ; in other words, the sequence is a Cauchy sequence in . The theorem therefore follows from Cor. 1 of Th. 3 of No. 4.
Corollary
— Let be a set of indices, filtered by a filter having a countable base. If is a family of functions in that, with respect to the filter , converge pointwise almost everywhere to a function , and if, moreover, there exists a numerical function such that and almost everywhere in for each , then the function is -th power integrable and tends in mean of order to with respect to the filter .
For, let be a decreasing countable base of , and let be any element of ; the sequence converges pointwise to almost everywhere in , thus Th. 6 shows that is -th power integrable and that . Since is the intersection filter of the elementary filters associated with all such sequences (GT, I, §6, No. 8, Prop. 11), exists and is equal to the common limit 0 of all of the sequences .
Remark 1
Th. 6 no longer holds if the hypothesis (with ) is replaced by the weaker hypothesis . Suppose, for example, that is Lebesgue measure on ; define continuous functions in the following manner: for and for , , being linear on the intervals and . Then for all , but for every (cf. §5, Exer. 12).
Remark 2
The Cor. of Th. 6 no longer holds if it is not assumed that the filter has a countable base (cf. §1, No. 3, Remark 1 following the Cor. of Th. 3).
8. Relations between the spaces ()
For every real number , the mapping is defined and continuous on the complement of 0 in ; moreover, since , this function tends to 0 with and may therefore be extended by continuity to the point 0 by giving it the value 0 at this point, even if .
Theorem 7
— Let and be two real numbers such that , . If a function belongs to then the function belongs to , and conversely.
By hypothesis, there exists a sequence of continuous functions with compact support such that and almost everywhere (No. 4, Th. 3). Set
the function is continuous with compact support; on the other hand,
where the numerical function (finite or not) satisfies the inequality
by the countable convexity theorem. Moreover, tends almost everywhere to , therefore Lebesgue’s theorem shows that . The converse is immediate, since .
It can be shown that the mapping is a homeomorphism of onto (§ 6, Exer. 10).
Corollary 1
— *For a function to belong to , it is necessary and sufficient that the function belong to .
Corollary 2
— *For a positive numerical function to belong to , it is necessary and sufficient that belong to .
Note that if is a numerical function of arbitrary sign, such that belongs to , does not necessarily belong to (cf. § 4, Exer. 8).
Exercises
See the exercises for § 3.