§ 2. Examples of compact linear mappings
1. Endomorphisms of finite trace, of Hilbert–Schmidt, and of nuclear power
*Let E and F be Hilbert spaces. Every endomorphism of E of finite trace (EVT, V, p. 49, Def. 7 and p. 50, Def. 8) is compact (IV, p. 165, Corollary 1); every Hilbert–Schmidt mapping of E into F (EVT, V, p. 51, Def. 9) is compact (IV, p. 165, Corollary 2).
For every real number , the vector space of linear mappings of E into F of nuclear power is contained in cf. IV, p. 169, Remark 2 for
2. Diagonal operators in spaces of sequences
Let I be a nonempty set. Recall (EVT, I, p. 4 and p. 5) that the vector space of bounded families of elements of , endowed with the norm sup, is a Banach space denoted by .
Let be an element of . The space of families of elements of such that the family is summable is a vector space on which the mapping is a norm which makes it into a Banach space. If one endows the space I with the discrete topology and with the measure for which for every , this space is none other than the Banach space . When or , this notation thus coincides with that of EVT, I, p. 4 and EVT, V, p. 18 (cf. INT, IV, p. 141, §4, No., example).
For families and of complex numbers, one denotes by the family .
Proposition 1 02QK
Let be a bounded family of elements of . Let be an element of . Let E be the Banach space .
a) For every , one has and the mapping is a continuous endomorphism of E, whose spectrum in the Banach algebra is equal to the closure in of the set of the , and whose norm is equal to sup;
b) The endomorphism is compact if and only if for every real number , the set of elements such that is finite.
With the notation of the proposition, the endomorphism is called a diagonal endomorphism of .
Let us prove the proposition. Let C = sup. Let . One has the inequalities
, if
sup, if .
This proves that . The mapping is therefore an endomorphism of E, and these inequalities prove that it is of norm .
For , denote by the element of such that and if . We then have for all , which shows that belongs to the spectrum of . Since the spectrum of is closed, the closure in of the set of the is contained in the spectrum of . Since the spectrum of is contained in the disk centered at 0 and of radius I, p. 24, Theorem 1 and formula (3) of I, p. 21), we deduce the inequality , whence .
Conversely, if is not adherent to the set of the , then the family is bounded. What precedes therefore shows that the linear mapping is an endomorphism of E. It is inverse to , and hence does not belong to the spectrum of . This proves a).
Let us now prove b). Suppose that the endomorphism is compact. Let . Denote by J the set of the such that . The set of elements for is bounded in E. Its image by , formed by the elements for , is therefore relatively compact in E (Remark 1 of III, p. 2). Since for every pair of elements in J, this is possible only if the set J is finite.
Let us prove the converse assertion. Let J be a finite subset of I and denote by , where for and for - J ; the family defines an endomorphism of finite rank of E. According to what precedes, the norm of the linear mapping is bounded above by the upper bound in of the family . The assumption implies that for every , there exists a finite subset such that this upper bound is . It follows that the mapping is adherent to (E), and hence that it is compact (III, p. 4, cor. of Prop. 2).
Remark 1 02QL
The assumption of assertion b) is always valid if I is finite. When the set I is infinite, it means that the family tends to 0 according to the filter of complements of finite subsets of I; in particular, the set of the such that is then countable.
Remark 2 02QM
It will be seen later (cf. IV, p. 149, theorem 1) that when , every normal compact endomorphism of the Hilbert space is of the form , where is a diagonal compact endomorphism and is a unitary endomorphism (EVT, V, p. 40) of the Hilbert space
3. Linear mappings with values in a space of continuous functions defined by a kernel
We take here . Let X and Y be locally compact topological spaces. Let be a complex measure on X and a mapping of into having the following two properties:
(i) For every , the function of X into is -integrable;
(ii) The mapping of Y into is continuous.
Endow the space of continuous functions on Y with complex values with the topology of compact convergence. For in , define by
The mapping is a continuous linear form on , so condition (ii) shows that the function is continuous.
Proposition 2 02QN
The mapping of into is compact.
For every and in Y, one has
By Ascoli's theorem (TG, X, p. 18, cor. 2), it follows that the image under of the unit ball of is relatively compact in .
Corollary 02QO
Let X be a compact topological space, Y a locally compact topological space, a complex measure on X, and a continuous mapping of into . Then formula (1) defines a compact linear mapping, again denoted by , of endowed with the topology of uniform convergence into endowed with the topology of compact convergence.
Let us verify conditions (i) and (ii) for . For every , the mapping is continuous on the compact space X, hence -integrable. Moreover, the mapping is continuous from Y into since X is compact (TG, X, p. 28, th. 3). Since for every , this mapping of Y into is continuous. By prop. 2, the mapping of into is compact. By composition with the canonical mapping , one obtains a compact linear mapping of into .
4. Linear mappings between Lebesgue spaces defined by a kernel
Here we take . Let X be a locally compact topological space endowed with a positive measure . For every , we write and . When , we identify the dual of with , where is the conjugate exponent of , such that (INT, V, p. 61, § 5, n, th. 4). We write for the norm (or semi-norm) of (or ).
We recall that a subset A of X is said to be -moderate (INT, V, p. 4, § 1, n) if it is contained in the union of a sequence of -integrable sets, and that a function defined on X with values in a vector space or in is -moderate if it is zero in the complement of a -moderate subset of X. If 1 and (X), then is moderate (INT, V, p. 9, § 1, n, cor.). If is -moderate, then is -moderate for every function .
Let and be elements of. Let X and Y be locally compact topological spaces, endowed with positive measures and , respectively. We endow the space (resp. ) with the product measure (resp. ).
We write , or simply , for the set of )-measurable mappings from into such that there exists a real number satisfying
for all functions and . We then write for the greatest lower bound of the set of real numbers C having this property.
Remark 02QP
Let and . Since and , the functions and are moderate, and the function defined by is )-moderate (cf. INT, V, p. 92, § 8, n, Corollary 2). Consequently, the function is )-moderate, and in particular the upper integral of its absolute value coincides with the essential upper integral (INT, V, p. 6, § 1, n, Proposition 7).
The set is a vector subspace of the space of functions from into and the mapping defined by is a semi-norm on .
Lemma 1 02QQ
Let . The function is locally -integrable.
The mapping is )-measurable by hypothesis. Let A be a compact subset of . There exist compact subsets and such that . Applying (2) to the characteristic functions of B and of C, one obtains
whence the result (INT, V, p. 41, §5, n, Proposition 1 and Definition 1).
Proposition 3 02QR
a) Let . For and , the function
is -integrable and there exists a unique mapping from into such that
for all and . The mapping is linear and continuous, and its norm is ;
b) Let . One has if and only if is locally -negligible;
c) The mapping which associates with is a continuous linear mapping of the semi-normed space into the Banach space , such that for every .
Let . By definition, the function from into defined by is )-integrable when and (Y), and the mapping
is a continuous bilinear mapping from into . For every (X), there therefore exists a unique such that for every ; let us write . By (2), one has ; the mapping is linear and continuous, of norm . Moreover, the mapping is linear, and assertions a) and c) follow from this.
Let us prove b). Suppose that is locally )-negligible. Let and ; the function defined on by is )-moderate. Since it is locally )-negligible, it is negligible (INT, V, p. 7, § 1, No., Corollary 1). Thus, one has . It follows that .
Conversely, let be such that . The function is locally )-integrable (Lemma 1). For all functions and (Y), one has
therefore the measure on is zero (cf. INT, III, p. 82, § 4, No., Theorem 1). This means that is locally )-negligible (INT, V, p. 46, §5, No., Corollary 2).
Definition 1 02QS
Let . One says that the mapping is the integral operator with kernel from into .
For and (X), one will sometimes also denote by the image under of the class of in .
Proposition 4 02QT
Let and . The mapping defined on X by is -integrable for every outside a locally -negligible set, and coincides with the class of the function
defined locally -almost everywhere.
Let denote the set of such that the mapping is not -integrable. Let and let C be a compact neighbourhood of , whose characteristic function is denoted by . By condition (2) applied to and , the function is integrable on with respect to the measure . By the Lebesgue-Fubini theorem (INT, V, p. 96, § 8, No., Theorem 1, a)), the function is -integrable for outside a -negligible set . Since , it follows that is locally -negligible in Y (INT, IV, p. 172, § 5, No., Definition 3).
Let denote the mapping defined locally -almost everywhere on Y by . It is locally -integrable (INT, V, loc. cit.). Let . We have
(INT, V, loc. cit.). Hence locally -almost everywhere (cf. INT, V, p. 46, § 5, No., Corollary 2).
Proposition 5 02QU
The space is contained in . The linear mapping from into defined by induces, after passing to the quotient, a continuous injective linear mapping from into .
Let . The mapping is measurable (INT, IV, p. 84, § 5, No., Theorem 5). Let and . The function belong to and (INT, V, p. 95, § 8, No., Corollary 2). The function is therefore integrable on and we have
by Hölder's inequality (INT, IV, p. 208, § 6, No., Theorem 2), which proves that with .
Since , every function is moderate (INT, V, p. 9, § 1, No., Corollary), and the last assertion then results from Proposition 3, b) and c).
For every function and every , we denote by the mapping of X into defined by , and we denote by the mapping of Y into defined by . Analogously, we shall denote by the same symbol the mapping of Y into the space of functions defined -almost everywhere on X which associates to the class of .
For every function of into , we put
It is an element of .
Lemma 2 02QV
For every , one has .
Let . By INT, V, p. 96, § 8, No., Theorem 1, a), the set of elements such that the function is not -integrable is -negligible; moreover, the function defined by on Y - and zero on is -integrable and satisfies
We denote by , or simply by , the complex vector space of )-measurable functions of into such that, for -almost every , the mapping belongs to (X), and such that the mapping belongs to (INT, IV, p. 129, § 3, No., Definition 2). We endow with the seminorm ; note that one then has , where is regarded as a mapping with values in the Banach space .
Proposition 6 02QW
a) The space is contained in , and for , one has ;
b) The space is contained in and for , one has .
Let us prove assertion a). Let . By INT, V, p. 96, § 8, n, th. 1, a), the function belongs to for -almost all .
Let . There exists such that . The function is a continuous function with compact support from Y into satisfying
by Lemma 2. It follows that belongs to , that is to say that belongs to . Lemma 2 then proves that .
Let us prove assertion b). Let and let . For every , Hölder's inequality (INT, IV, p. 208, § 6, n, th. 2) applied to implies
Let . The mappings and are moderate, since and are finite. Consequently, the mapping is -moderate (cf. INT, V, p. 92, § 8, n, cor. 2), and therefore the mapping is )-moderate. By INT, V, p. 93, § 8, n, prop. 7, a), it follows that
again using Hölder's inequality. This concludes the proof.
Proposition 7 02QX
Let . The linear mapping of into is compact.
Suppose first that is such that (X)), and denote by A the support of . Let F be the subspace of generated by the functions , where and . When satisfies , the linear mapping is of finite rank, therefore compact. For and in (X)), one has moreover
sup.
Since the space F is dense in for the topology of uniform convergence in A (INT, III, p. 41, § 1, n, prop. 1 and INT, III, p. 46, § 1, n, prop. 5), it follows that the linear mapping is the limit of a sequence of linear mappings of finite rank. It is therefore compact (cor. 1 of III, p. 4).
Consider the general case. Let . For every , there exists a mapping such that
The corresponding function then satisfies
Since is compact by what precedes, the mapping is likewise compact (prop. 2 of III, p. 4).
Put and suppose . There may exist mappings such that for every , and such that the integral
is finite (in particular, condition (2) of III, p. 27 is valid), but such that the linear mapping from into is not compact (exercise 2 of III, p. 119).
In particular, one deduces from the proposition the following corollary:
Corollary 1 (Hilbert–Schmidt) 02QY
Let . The linear mapping is compact from into .
By prop. 5, one has , hence the linear mapping is defined (prop. 3). One has (prop. 6, a)), hence is compact (prop. 7).
Remark 02QZ
In the case , it is generally more convenient to express the characterization of the integral operator by means of the scalar product: it is the unique mapping of into such that
for all and . Moreover, the adjoint of is the linear mapping , where satisfies for almost every . In fact, for all and (Y), one has
Corollary 2 02R0
Let G be a compact topological group endowed with a Haar measure . Let be a real number such that and the conjugate exponent of . Let . Put for all .
a) One has ;
b) For , the convolution belong to and the linear mapping of into itself is continuous. It coincides with the endomorphism . In particular, the linear mapping is compact.
Since G is compact, the function belong to . The linear mapping is therefore defined and continuous by INT, VIII, p. 167, § 4, No., Prop. 13.
The mapping is )-measurable, and one has for every . Since the measure is bounded, it follows that
hence . The linear mapping is therefore a compact linear mapping of into (Prop. 7).
Let . By INT, VIII, p. 166, § 4, No., Prop. 11 and Prop. 4 of III, p. 29, one then has
for almost every . This implies that .
5. Restriction of differentiable mappings
Let and be positive integers, U an open subset of and F a Banach space. Let us denote by the vector space of mappings of class of U into F, endowed with the topology of compact -convergence. Let us recall that this is the upper bound of the topologies of uniform -convergence on K (VAR, R2, 12.3.10, p. 56), when K runs through the set of compact subsets of U. The space is nothing but the space of continuous mappings of U into F, endowed with the topology of compact convergence.
Lemma 3 02R1
Let A be the set of multi-indices such that and let be the linear mapping of into .
a) The mapping is injective, continuous, strict, and its image is closed.
b) The topological vector space is complete.
The mapping is linear and injective. It is continuous and strict by definition of the topology of .
Let be a point of adherent to the image of . There exists a filter on such that one has lim in for every . Let be an integer such that . Reasoning by induction on , one deduces from Theorem 1 of FVR, II, p. 2, that the mapping is of class and that one has for every with . Thus belongs to the space and its image under is . This proves that the image of is closed, and therefore establishes assertion a).
Assertion a) implies that the space is isomorphic to its image in ; since this image is closed and the space is complete (TG, X, p. 9, Corollary 3 of Theorem 2 and TG, II, p. 17, Proposition 10), the space is complete.
Proposition 8 02R2
Suppose that F is finite-dimensional. Let be an integer such that and V a relatively compact open subset of U. The linear mapping of into is compact.
Let W be the set of functions whose partial derivatives of order take at every point of V a value of norm less than 1. The set W is a neighbourhood of 0 in the space . Let be a multi-index such that . Consider the set H of functions of the form for in W. The set H is an equicontinuous subset of (TG, X, p. 10) by the mean value theorem (VAR, R, 2.2.3). Moreover, for every , the image of H under the mapping is a bounded subset, hence a relatively compact subset, of F. By Ascoli's theorem (TG, X, p. 18, Corollary 2), the set H is relatively compact in . This proves that the linear mapping of into is compact. The proposition then follows from Lemma 3 and Remarks 5 and 6 of III, p. 3.
6. Restriction of differentiable sections of a vector bundle
Let be a positive integer, X a differentiable manifold of class locally of finite dimension and E a vector bundle (real or complex) with base X and of class . For every open subset U of X, let us denote by the vector space (denoted by in VAR, R1, 7.4, p. 74) of sections of class of E over U, endowed with the topology of compact -convergence.
Lemma 4 02R3
Let be an open covering of X. The mapping of into is linear, injective, continuous and strict. Its image is closed.
The mapping is linear, injective and continuous. By virtue of TG, IX, p. 43, prop. 1 and p. 48, cor. 1, every compact subset of X has a finite covering where, for each , the set is a compact subset of one of the open sets of the covering . It follows that the linear mapping is strict. Finally, its image is closed, since it consists of the families such that and coincide in for all U and V in .
Proposition 9 02R4
The space is complete.
Suppose first that there exist an integer and a Banach space F such that X is an open subset of and E the trivial vector bundle with base X and fibre F. In this case, the topological vector space is isomorphic to , and the result follows from lemma 3 of III, p. 34.
In the general case, let be an open covering of X by chart domains such that for every , the restriction of E to U is trivializable. By the above lemma, the space is isomorphic to the image of the linear mapping , which is closed in the product of the spaces for U in . By the preceding case, each of the spaces is complete, hence their product is complete (TG, II, p. 17, prop. 10). Consequently is complete.
Remark 02R5
Let be an open covering of X by chart domains such that for every , the restriction of E to U is trivializable of type , where is a Banach space. For every , a section of E over U is identified with a mapping of into . It follows from the proof of prop. 9 that the topology of the space is defined by the family of semi-norms such that
sup, where U ranges over ranges over the set of compact subsets of and ranges over the set of multi-indices such that .
Proposition 10 02R6
Suppose that the vector bundle E is locally of finite rank. Let be an integer such that and Y a relatively compact open subset of X. The linear mapping of into is compact.
Suppose first that there exist an integer and a finite-dimensional Banach space F such that X is an open subset of and E the trivial vector bundle with base X and fibre F. In this case, the topological vector spaces and are isomorphic to and , respectively, and prop. 10 is a consequence of prop. 8.
Let us pass to the general case. Let C be a compact subset of X containing Y. For every point of C, choose an open neighbourhood of in X which is a coordinate domain over which the vector bundle E is trivializable. Moreover, choose an open relatively compact neighbourhood of in . Since the set C is compact, it is covered by a finite family of such open sets. For every , put and . Then is an open relatively compact subset of and one has . The linear mappings of into are continuous and the linear mappings of into are compact by the first part of the proof. The linear mappings of into are therefore compact (prop. 3 of III, p. 5). Taking into account lemma 4, applied to the covering of Y by the open sets , and remarks 5 and 6 of III, p. 3, the linear mapping of into is compact, which completes the proof.
7. Restriction of analytic sections of a vector bundle
Let X be a complex analytic manifold locally of finite dimension and E an analytic vector bundle with base X (VAR, p. 35 and VAR, p. 70). Denote by the vector space of analytic sections of E on X, endowed with the topology of compact convergence.
Lemma 5 02R7
Let be the underlying real analytic manifold of X and the complex vector bundle on underlying E.
a) The vector subspace of is closed, and the injection of into is continuous and strict ;
b) The canonical injection of into is continuous.
Suppose first that there exist an integer and a Banach space F such that X is an open subset of and E the trivial vector bundle . In this case, the topological vector spaces , and are isomorphic to and respectively, and the vector space is metrizable (TG, X, p. 20, cor. of prop. 1). The lemma then follows from VAR, 3.3.2, p. 28.
Let us pass to the general case. Let be a filter on which converges in the space to a limit . It is a question of proving that belongs to and that the filter converges to in the space . This statement is of a local nature, and therefore follows from the first part of the proof.
Proposition 11 02R8
Suppose that the vector bundle E is locally of finite rank. Let Y be an open relatively compact subset of X. The restriction mapping of into is compact.
With the notation of lemma 5, one has a commutative diagram
where and are the canonical injections and the restriction mappings. The mapping is continuous (Lemma 5, b)), and the mapping is compact (Proposition 10). Since the canonical injection is continuous, strict, and has closed image (Lemma 5, a)), the mapping is compact (Remark 5 of III, p. 3).
Corollary 02R9
Let X be a compact complex analytic manifold and E an analytic vector bundle over X, locally of finite rank. The vector space is finite-dimensional.
Since it is compact, the analytic manifold X is locally finite-dimensional. By Proposition 11, the identity mapping of is a compact linear mapping. This implies that the space is finite-dimensional (Remark 3 of III, p. 2).
Exercises
See the exercises for § 2.