Let B=(ei)i∈I be an orthonormal basis of E. An endomorphism u is said to be diagonal in the basis B or diagonal relative to B if there exists a family λ=(λi)i∈I of elements of K such that u(ei)=λiei for all i∈I.
Let B=(ei)i∈I be an orthonormal basis of E. We denote by DB(E) the set of endomorphisms of E which are diagonal relative to B. It is a closed commutative unital subalgebra of L(E). Let u∈DB(E). The family λ=(λi)i∈I such that u(ei)=λiei is uniquely determined by u and by the basis B, and it is said that this is the family of eigenvalues of u relative to B.
Suppose that K=R and identify E with a subspace of E(C). Let B=(ei)i∈I be an orthonormal basis of E. Denote by B(C) the orthonormal basis (1⊗ei)i∈I of E(C)(cf. EVT, V, p. 29, cor. 1). The mapping u↦u(C) induces an injective algebra morphism from DB(E) into DB(C)(E(C)); its image is the set of u∈DB(C)(E(C)) such that u(E)⊂E, in other words the set of u diagonal in the basis B(C) whose eigenvalues are real.
For every i∈I, we denote by pi the orthogonal projector of E with image Kei. We have ∥pi∥=1 for every i∈I. The endomorphism pi is diagonal in the basis B, the family of its eigenvalues is the family (δij)j∈I (Kronecker symbol, cf. A, II, p. 24).
Let B′=(fi)i∈I be an orthonormal basis of E and u:E→E the isometric isomorphism such that u(fi)=ei. Then DB′(E)=u−1DB(E)u.
We equip I with the discrete topology and denote by B(I)=Cb(I;K) the unital Banach algebra of bounded functions on I with values in K (example 2 of I, p. 17) ; if K=C, it is a star algebra (example 2 of I, p. 102).
a) The mapping α from DB(E) into B(I) which associates with a diagonal endomorphism u the family of the eigenvalues of u is an isometric isomorphism of Banach algebras over K. If K=C, it is a morphism of involutive algebras ;
b) For every bounded family λ=(λi)i∈I, the family (λipi)i∈I is summable in the space L(E) endowed with the topology of simple convergence, and the sum of this family is the unique mapping u∈DB(E) such that α(u)=λ;
c) Let u∈DB(E) and let λ be the family of its eigenvalues relative to B. The spectrum of u is the closure in K of the set of values of λ;
d) If K = C, then the continuous functional calculus mapping of C (Sp(u)) into L(E) associates with a continuous function f∈C (Sp(u)) the endomorphism α(f∘λ) in DB(E).
By Lemma 1, the family of eigenvalues of an endomorphism diagonal in B is bounded and the mapping of DB(E) into B(I) thus defined is a continuous isometric morphism of unital Banach algebras.
Let i∈I. For every j∈I, one has ⟨u∗(ei)∣ej⟩=λj⟨ei∣ej⟩=⟨λjei∣ej⟩. It follows that u∗(ei)=λiei. The adjoint of u is therefore the endomorphism diagonal in the basis B whose family of eigenvalues is (λi)i∈I. Assertion a) follows.
Let λ=(λi)i∈I∈B(I). For every x∈E, the family (∣⟨ei∣x⟩∣2)i∈I is summable, with sum ∥x∥2 (EVT, V, p. 22, prop. 5), whence, for every finite subset J of I:
Consequently, the family (λipi) is summable in L(E) endowed with the topology of simple convergence. Its sum uλ satisfies uλ(ei)=λiei; it is therefore an endomorphism diagonal in the basis B, with eigenvalues λ. Assertion b) follows.
The last assertions result from a), from Example 3 of I, p. 17 and from Example 4 of I, p. 111.
The Banach algebra DB(E) is a maximal commutative closed subalgebra of L(E). Indeed, let u be an endomorphism of E which commutes with DB(E). Let i∈I. Since the orthogonal projector pi is diagonal in the basis B, one has pi(u(ei))=u(pi(ei))=u(ei), which implies that u(ei) is proportional to ei. Thus u is diagonal in the basis B.
If E is of infinite dimension, there exist maximal commutative involutive subalgebras of L(E) which are not isomorphic to DB(E) (exercise 5 of IV, p. 314).
Let u∈DB(E) and λ=(λi)i∈I be the family of its eigenvalues.
a) The following conditions are equivalent:
(i) One has λ∈C0(I;K);
(ii) The endomorphism u is compact ;
(iii) The family (λipi)i∈I is summable in the Banach space
L(E). Its sum is then equal to u.
b) Suppose that u is compact and denote by Λ the set of values of λ. The set of the i∈I such that λi=0 is countable. If E is of infinite dimension, one has Sps(u)=Λ−{0} and Sp(u) =Λ∪{0}. If E is of finite dimension, then Sps(u)= Sp(u) =Λ.
By Lemma 1, one has ∥∑j∈Jλjpj∥= supj∈J∣λj∣ for every finite subset J of I. It follows, by the Cauchy criterion, that the family (λipi) is summable in L(E) if and only if the family λ tends to 0 at infinity, which implies that conditions (i) and (iii) are equivalent.
Condition (iii) implies that u is compact (corollary of Proposition 2 of III, p. 4). Conversely, suppose that the endomorphism u is compact. Since the family B is bounded in E, its image by u in E is relatively compact in E (III, p. 2), and hence precompact. Let ε>0 and J be a finite subset of I such that the image of B by u is contained in the union of the balls of radius ε and centre u(ej) for j∈J. Let i∈I - J. There exists j∈J such that ∥u(ei)−u(ej)∥⩽ε, hence
∣λi∣2⩽∣λi∣2+∣λj∣2=∥u(ei)−u(ej)∥2⩽ε2
Consequently, one has λ∈C0(I;K), that is, condition (i).
Finally, the spectrum of u and its sensitive spectrum are calculated as functions of λ by using prop. 1, c) and Proposition 5 of III, p. 90.
When I is infinite, the condition λ∈C0(I;K) may also be stated as follows: “the family λ tends to 0 according to the filter of the complements of the finite subsets of I.”
Suppose K=C. Let u be a compact and normal endomorphism of E. There exists an orthonormal basis B of E such that u is diagonal in the basis B.
The set Sps(u) is countable, and it does not contain 0 if E is of infinite dimension (III, p. 90, prop. 5, b)). For every element λ∈ Sps(u), denote by Nλ the nullspace of u−λ1E. It is of finite dimension (loc. cit.) and, since u is normal, it coincides with the eigenspace of u relative to λ (EVT, V, p. 43, cor. of prop. 8). The spaces Nλ are pairwise orthogonal (I, p. 132, no5).
Let F be the subspace of E Hilbert sum of the spaces Nλ for λ∈ Sps(u)−{0}. It is a space of countable type, stable under u since each subspace Nλ is stable under u. Since Nλ is also the eigenspace of u∗ corresponding to λ (EVT, V, loc. cit.), the endomorphism u induces an endomorphism u of F∘ by passing to subspaces. The endomorphism u is compact (Proposition 3 of III, p. 5) and normal (Lemma 4 of I, p. 135). By construction, the point spectrum of u is contained in {0} (for, any eigenvector for u would be one for u, hence would belong to one of the spaces Nλ if the corresponding eigenvalue were non-zero). Thus the spectral radius of u is zero, whence u=0 since u is normal (Corollary 1 of I, p. 108). Hence F∘⊂ Ker(u).
For every λ∈ Sps(u), let Bλ be an orthonormal basis of Nλ and let (ej)j∈J be the family union of the Bλ; it is an orthonormal basis of F. Let B be the union of (ej)j∈J and of an orthonormal basis of F∘. It is an orthonormal basis of E and u is diagonal in the basis B.
Let u be a compact hermitian endomorphism of E. There exists an orthonormal basis B of E such that u is diagonal in the basis B and its eigenvalues are real.
If K=C, this follows at once from the theorem. Suppose K=R. The space E is an R-structure on E(C)(cf. A, II, p. 119). The endomorphism u(C) of E(C) is compact (Remark 4 of III, p. 2) and hermitian. Let B=(ej)j∈J be an orthonormal basis of E(C) such that u(C)∈DB(E(C)) and λ the family of eigenvalues of u(C) (Theorem 1). One has λ∈RJ(I, p. 106, Proposition 4) ; since the linear mapping u(C) is R-rational, the eigenspace of u(C) corresponding to λj is R-rational for every j∈J(cf. A, V, p. 60, Proposition 6). Hence there exists a basis of it belonging to E, and a fortiori, there exists an orthonormal basis of it in E. The union of these bases is an orthonormal basis BR of E such that u∈DBR(E).
Let F be a Hilbert space and let u be a compact continuous linear mapping from E into F. There exists a countable set I, an orthonormal basis (ei)i∈I of the initial space Ker(u)∘ of u, an orthonormal family (fi)i∈I of F and a family (αi)i∈I∈(R+∗)I such that u(ei)=αifi for all i∈I.
Let v=u∗∘u. It is a compact endomorphism (III, p. 5, Prop. 3) and positive, hence hermitian, of E. By Corollary 1, there exists an orthonormal basis (ej)j∈J of E such that v is diagonal in this basis. The family (λj)j∈J of its eigenvalues is contained in R+J. Put αj=√λj for all j∈J. Let I be the set of j∈J such that αj=0. It is a countable set since v is compact. The family (ei)i∈I is an orthonormal basis of the initial space of v, which is the initial space Ker(u)∘ of u (EVT, V, p. 43, Prop. 8). Put fi=αi1u(ei) for i∈I. Whatever i and j in I may be, one has
With the notations of the corollary, the family (αi)i∈I is the family of singular values of u, relative to the orthonormal basis (ei)i∈I of the initial space of u.
Let u be a positive compact endomorphism of E. Let B=(fi)i∈I be an orthonormal basis of E such that u is diagonal in the basis B (Theorem 1), and let (λi)i∈I be the family of eigenvalues of u in this basis. Let J be the set of i∈I such that λi>0; the family (ei)i∈J is an orthonormal basis of the space Ker(u)∘. For all i∈J, put ei=fi and αi=λi. It follows that u(ei)=αifi: the family (αi)i∈J is the family of singular values of u relative to the basis (ei)i∈J.
3. Decreasing sequence of eigenvalues
In this number, it is assumed that K=C.
We denote by N=N∪{+∞}⊂R. In this number, we shall say that a vector space E is of dimension +∞∈N if E is not of finite dimension.
Let IE⊂N be the set of dimensions of the finite-dimensional subspaces F of E such that F=E. One has IE=N if E is of infinite dimension, and otherwise IE={0,..., dim(E) −1}. We shall write I=IE when no confusion can result from this.
Let u be a compact and positive (in particular hermitian) endomorphism of E. The point spectrum of u is the set of values of a strictly decreasing sequence (νk)0⩽k<Card(Sps(u)) of positive real numbers (cf. prop. 5 of III, p. 90). For every integer k such that 0⩽k< Card(Sps(u)), we denote by nk⩾1 the spectral multiplicity of νk. Let M∈N be the sum of the spectral multiplicities nk; this is the dimension of the image of u. One has M⩽ Card(I).
For 0⩽n<M, one defines λn(u)=νk, where k⩾0 is the unique integer such that
n0+⋯+nk−1⩽n<n0+⋯+nk
One sets λn(u)=0 if n∈I satisfies n⩾M. This case can arise only if I=N and if Sps(u) is finite (or, what amounts to the same, if E is of infinite dimension and u is of finite rank).
The sequence (λn(u))n∈I is decreasing; for every λ∈ Sps(u), the number of integers n such that λn(u)=λ is equal to the spectral multiplicity of the eigenvalue λ of u.
By an abuse of language, one says that (λn(u))n∈J is the decreasing sequence of the eigenvalues of u repeated according to their multiplicities.
Let B=(fj)j∈J be an orthonormal basis of E in which u is diagonal (cor. 1 of IV, p. 150) and (λj)j∈J the family of eigenvalues of u in the basis B. Let J′ be the set of j∈J such that λj belongs to the point spectrum of u.
For each λ∈ Sps(u), there exists a bijection between the integers n such that 0⩽n<M and λn(u)=λ and the j∈J′ such that λj=λ, for these two sets have as cardinal the spectral multiplicity of λ. A choice of such bijections for each λ defines a bijection ι of the set of integers such that 0⩽n<M onto the set J′. One defines the sequence (en)0⩽n<M in E by putting en=fι(n) for 0⩽n<M. It is an orthonormal family in E.
In the case where M < Card(I) =+∞, the space F generated by {e0,...,eM−1} is of finite dimension and its orthogonal complement F∘ is of infinite dimension; one chooses for (en)n⩾M an orthonormal family in F∘.
For every x∈E, one has
u(x)=j∈J′∑λj⟨fj∣x⟩fj=0⩽n<M∑λn(u)⟨en∣x⟩en
since u(fj)=0 when j∈J - J′. If n∈I satisfies n⩾M, one has λn(u)=0, and one obtains the first formula of the proposition. The second results from it.
Let u be a positive compact endomorphism of E. Let f∈C(R+) be a continuous increasing mapping such that f(0)=0.
The endomorphism f(u) is compact and positive and, for every n∈IE, one has λn(f(u))=f(λn(u)).
The endomorphism f(u) is compact and positive by prop. 6, b) of III, p. 91 and prop. 15, a) of I, p. 117. The spectrum of f(u) is the image under f of the spectrum of u (cor. 2 of I, p. 111). If λ∈ Sps(f(u)), the spectral multiplicity of λ is the sum of the spectral multiplicities of the μ∈ Sp(u) such that f(μ)=λ (cor. 2 of III, p. 84). Since f is increasing, the sequence (f(λn(u)))n∈IE is decreasing. The assertion then results from the definition of the sequence (λn(f(u)))n∈IE.
4. Variational characterizations of eigenvalues
In this number, it is supposed that K=C.
Let u be a positive compact endomorphism of E and (λn(u))n∈IE the decreasing sequence of eigenvalues of u. One puts I=IE.
For every closed subspace F of E, one notes
rF(u)= inf 2⟨x∣u(x)⟩,RF(u)= sup 2⟨x∣u(x)⟩,
x∈F−{0}∥x∥x∈F∘−{0}∥x∥
where the greatest lower bound (resp. the least upper bound) is taken in [0,+∞].
For every n∈N, let Fn denote the set of vector subspaces F⊂E of dimension n. One says that a subspace F∈Fn is adapted to u if it admits an orthonormal basis (fi)0⩽i⩽n−1 such that u(fi)=λi(u)fi for 0⩽i⩽n−1.
with equality if x=fn. This implies that rF(u)=λn(u), whence assertion a).
Let F∈Fn be a subspace adapted to u. The closed subspace F∘ is nonzero (for n= dim(F) < dim(E)) and stable under u; the endomorphism u of F∘ deduced from u by passing to subspaces is compact and positive.
One has Sp(u)⊂ Sp(u). Moreover, one has Sp(u)⊂[0,λn(u)]. In fact, it is enough to verify that λ⩽λn(u) for every λ∈ Sps(u). The number λ is then an eigenvalue of u, hence there exists j∈I such that λ=λj(u). The eigenspace of u relative to λj(u) is therefore not contained in F, which implies that λj(u)⩽λn(u).
Suppose that λn(u)>0. Then the eigenspace of u relative to λn(u) is not contained in F, and therefore λn(u) belongs to the point spectrum of u. It follows that sup(Sp(u)) =λn(u). If λn(u)=0, one has the same result since the spectrum of u is then reduced to {0}.
Moreover, by definition one has RF(u)=R{0}(u), and finally R{0}(u)= sup(Sp(u)) by Prop. 9 of I, p. 139, a). Assertion b) is proved.
Let (en)n∈I be an orthonormal family having the property of Prop. 3 of IV, p. 152. For every integer such that 1⩽n<M+1, let Fn∈Fn be the subspace of dimension n of E generated by (e0,...,en−1); by construction, the space Fn is adapted to u. By Prop. 5, one therefore has
λn(u)=rFn+1(u)=RFn(u)(2)
Let n∈I. Let F∈Fn+1. The restriction to F of the orthogonal projector onto Fn is not injective, hence there exists x=0 in F orthogonal to Fn. Since x∈Fn∘, one then has (Prop. 3 of IV, p. 152)
⟨x∣u(x)⟩=m∈I∑λm(u)∣⟨em∣x⟩∣2
m⩾n
⩽λn(u)mm⩾∈nI∑∣⟨em∣x⟩∣2=λn(u)∥x∥2
This proves that rF(u)⩽λn(u), whence in particular the inequality
(3) Fsup∈Fn+1rF(u)⩽λn(u).
Let F∈Fn. The restriction to Fn+1 of the orthogonal projector onto F is not injective, hence there exists a vector x=0 in Fn+1 orthogonal to F. Since x∈Fn+1, one has (loc. cit.)
⟨x∣u(x)⟩=0⩽m⩽n∑λm(u)∣⟨em∣x⟩∣2
⩾λn(u)0⩽m⩽n∑∣⟨em∣x⟩∣2=λn(u)∥x∥2
and therefore RF(u)⩾λn(u). In particular, one obtains
(4) Finf∈FnRF(u)⩾λn(u).
In view of formulas (2), (3) and (4), the proposition is proved.
5. Applications of the variational characterization of eigenvalues
In this No., Hilbert spaces over C are considered.
Let u and v be positive compact endomorphisms of E.
a) One has ∣λn(u)−λn(v)∣⩽∥u−v∥ for every n∈I;
b) If u⩽v, then λn(u)⩽λn(v) for every n∈I.
Let n∈I and let F be a vector subspace of dimension n of E. For every x∈F, one has
∣⟨x∣v(x)⟩−⟨x∣u(x)⟩∣⩽∥u−v∥∥x∥2
hence the inequalities
RF(v)−∥u−v∥⩽RF(u)⩽RF(v)+∥u−v∥
Assertion a) follows from this by Proposition 6 of IV, p. 154.
If u⩽v, one has ⟨x∣u(x)⟩⩽⟨x∣v(x)⟩ for every x∈E. For every n∈I and every subspace F of dimension n, one therefore has RF(u)⩽RF(v), whence λn(u)⩽λn(v)(loc. cit.).
Let u be a positive compact endomorphism of E. Let H be a closed subspace of E and iH:H→E the canonical injection. Denote by uH the endomorphism iH∗uiH of H. It is compact and positive.
a) One has IH⊂IE and λn(uH)⩽λn(u) for all n∈IH;
b) If H is of finite codimension k∈N in E, then one has IH+k⊂IE and λn+k(u)⩽λn(uH) for all n∈IH.
The endomorphism uH is compact (prop. 3 of III, p. 5). It is positive since ⟨x∣uH(x)⟩=⟨iH(x)∣u(iH(x))⟩⩾0 for all x∈H.
Let n∈IH⊂IE. Let F be a subspace of dimension n+1 of H adapted to uH. One has therefore λn(uH)=rF(uH) (prop. 5 of IV, p. 153, a)), and since moreover rF(uH)=rF(u)⩽λn(u) (prop. 6 of IV, p. 154), one obtains assertion a).
Suppose that H is of codimension k∈N in E and that n∈IH. Let F be a subspace of H of dimension n adapted to uH. Its orthogonal complement in H is equal to H∩F∘, and it is the orthogonal complement in E of the subspace F+H∘ of dimension n+k. Hence n+k∈IE and (prop. 5 of IV, p. 153, b))
Let F be a Hilbert space and let u be a compact linear mapping of E into F.
For every integer n∈IE one denotes by αn(u)=λn(u∗∘u). Let J be the set of n∈IE such that αn(u)>0. The family (αn(u))n∈J is called the sequence of singular values of u repeated according to multiplicity.
One says that the sequence (αn(u))n∈IE is the extended sequence of singular values of u.
The sequence (αn(u))n∈IE is well defined since the endomorphism u∗∘u of E is compact (III, p. 5, prop. 3); it is a decreasing family of positive real numbers since u∗∘u is positive.
b) Let J be the set of n∈IE such that αn(u)=0. There exist orthonormal families (en)n∈J in E and (fn)n∈J in F such that for every x∈E, one has
u(x)=n∈J∑αn(u)⟨en∣x⟩fn
Since ⟨x∣u∗u(x)⟩=∥u(x)∥2 for every x∈E, the definitions and prop. 6 of IV, p. 154, a), imply the equality of the first assertion.
Let (en)n∈IE be an orthonormal family of E satisfying the conclusions of prop. 3 of IV, p. 152 applied to the positive compact endomorphism u∗∘u of E. Put fn=αn−1u(en) for n∈J. By reasoning as in the proof of corollary 2 of IV, p. 150, one obtains assertion c).
Since the sequence (αn(u))n∈IE is decreasing, the set J is either equal to IE, or equal to a segment {0,...,m} in IE where m∈N. This latter case holds if and only if u is of finite rank.
It is possible that αn(v∘u∘w)=0 even if αn(u) is nonzero; in this case, αn(v∘u∘w) is not a singular value of v∘u∘w.
6. Weyl Inequalities
In this No., we consider Hilbert spaces over K=C.
Let E be a Hilbert space. For every n∈N, we recall that the Hilbert exterior power ∧nE was defined in EVT, V, p. 34. For every Hilbert space F and for u∈L(E;F), the linear mapping ∧nu∈L(∧nE;∧nF) was also defined (loc. cit.). These constructions are functorial: for every Hilbert space G and for every linear mapping v∈L(F;G), the formula
∧nv∘∧nu=∧n(v∘u)
holds (loc. cit., formula (28)).
Let H be a closed subspace of E and iH the canonical injection of H into E. For every endomorphism u of E, we denote by uH the endomorphism iH∗uiH of H.
Let n∈N. The mapping ∧niH is an isometric linear mapping of ∧nH into ∧nE.
Let (ej)j∈J be an orthonormal basis of H and (ej)j∈J′ an orthonormal basis of E, where J⊂J′. Let us endow J′ with a total ordering. The elements ej1∧⋯∧ejn for j1<⋯<jn in J′ (resp. in J) form an orthonormal basis of ∧nE (resp. of ∧nH) by Prop. 5 of EVT, V, p. 34, prop. 5. The lemma follows.
In what follows, we shall identify ∧nH with a closed subspace of ∧nE by means of the mapping ∧niH.
b) If F = E and u is hermitian (resp. positive, normal, unitary), then ∧nu is hermitian (resp. positive, normal, unitary) ;
c) One has ∣∧nu∣=∧n∣u∣;
d) Let H be a closed subspace of E. The restriction (∧nu)∣∧nH of ∧nu to ∧nH is equal to ∧n(u∣H)(equality in L(∧nH;∧nF));
e) Suppose F = E. Let H be a closed subspace of E. One has (∧nu)∧nH=∧n(uH) in L(∧nH).
Assertion a) results from EVT, V, p. 39, formula (13). It implies at once that ∧nu is hermitian (resp. unitary) when u is hermitian (resp. unitary). If u is positive, then u1/2 is hermitian, hence so is ∧n(u1/2); the relation ∧nu=(∧nu1/2)2 implies that ∧nu is positive (I, p. 138, prop. 8). This proves b).
The foregoing makes it possible to calculate that
(∧n∣u∣)2=∧n(∣u∣2)=∧n(u∗u)
=∧nu∗∧nu=(∧nu)∗(∧nu)=∣∧nu∣2
Since ∧n∣u∣ is positive by b), it follows from prop. 16 of I, p. 118 that ∧n∣u∣=∣∧nu∣, whence c).
Let iH be the canonical injection of H into E. The space ∧nH is identified with a closed subspace of ∧nE by the mapping ∧niH, whence
(∧nu)∣∧nH=∧nu∘∧niH=∧n(u∘iH)=∧n(u∣H)
and
(∧nu)∧nH=(∧niH)∗∘∧nu∘∧niH=∧n(iH∗uiH)=∧n(uH)
which proves d) and e).
Let F be a Hilbert space, and let u∈Lc(E;F). As in IV, p. 151, we denote by IE the set of dimensions of finite-dimensional subspaces F of E such that F=E. Recall that (αn(u))n∈IE denotes the extended sequence of singular values of u (def. 3 of IV, p. 156).
Lemma 3, c) proves that ∥∧n+1u∥=∥∧n+1∣u∣∥; moreover, since αi(u)=αi(∣u∣) for every i∈IE (remark 5 of IV, p. 157, (2)), it is enough to prove the assertion for ∣u∣. This makes it possible to suppose that F = E and that u is positive.
Let then B=(ej)j∈J be an orthonormal basis of E such that u is diagonalizable in the basis B (theorem 1 of IV, p. 149), and let (λj)j∈J be the family of eigenvalues of u in the basis B. Endow J with a total order, and denote by Jn the set of strictly increasing families (j0,...,jn)∈Jn+1 of elements of J. The vectors
eι=ej0∧⋯∧ejn
for ι=(j0,...,jn)∈Jn form an orthonormal basis Bn of ∧n+1E (EVT, V, p. 34, prop. 5). For every ι=(j0,...,jn)∈Jn, let
λι=j=0∏nλij
Then (∧n+1u)eι=λιeι, hence ∧n+1u is diagonal in the basis Bn. Consequently, one has
∥∧n+1u∥= supι∈Inλι
(lemma 1 of IV, p. 147), which is equal to the product λ0(u)⋯λn(u) of the n+1 greatest eigenvalues of u. The desired formula follows, since λi(u)=αi(u) for every i∈IE when u is positive (remark 5 of IV, p. 157, (3)).
In particular, if α1(u)<α0(u)=∥u∥, one sees that the inequality ∥∧n(u)∥⩽∥u∥n (EVT, V, p. 34, formula (29)) is not an equality in general if n⩾2.
Let I be an interval of R not containing +∞. Recall (FVR, I, p. 38, remark) that a continuous function f:I→[−∞,+∞[ is said to be convex if its restriction to the interior of I is a convex function with values in R; it then has a limit (finite or infinite) on the right at inf I. In the statements below, the product of 0 and an element of {−∞,+∞} is by convention equal to 0.
Let I⊂R be an interval not containing +∞, and let f be an increasing convex function from I into [−∞,+∞[.
Let n be a natural number, and let
a0⩾a1⩾⋯⩾an,b0⩾b1⩾⋯⩾bn
be elements of I.
Let ϱ0⩾ϱ1⩾⋯⩾ϱn be positive real numbers. Suppose that
i=0∑jai⩽i=0∑jbi(5)
for every integer j such that 0⩽j⩽n. Then
i=0∑nϱif(ai)⩽i=0∑nϱif(bi)(6)
Suppose first that ai∈I˚, and hence f(ai)∈R, for every i. Let i be such that 0⩽i⩽n, and let (αi,βi) be real numbers such that the line with equation y=αix+βi is a support line of the graph of f at the point (ai,f(ai)) (FVR, I, p. 37). Consequently we have f(ai)=αiai+βi and f(bi)⩾αibi+βi since the graph of f lies above the support line, whence
f(bi)−f(ai)⩾αi(bi−ai)(7)
Moreover, if i<n, we have
αi⩾fg′(ai)⩾fd′(ai+1)⩾αi+1
(loc. cit. and FVR, I, p. 36, cor. 1); moreover αi⩾0 since f is increasing (FVR, I, p. 22, corollary), whence ϱiαi⩾ϱi+1αi+1⩾0 for 0⩽i<n.
Let j be an integer such that 0⩽j⩽n. Put
Aj=i=0∑j(bi−ai)
so that Aj⩾0 by hypothesis (5). Applying inequality (7) and then lemma 4, we deduce that
i=0∑nϱi(f(bi)−f(ai))⩾i=0∑nϱiαi(bi−ai)
=ϱnαnAn+j=0∑n−1(ϱjαj−ϱj+1αj+1)Aj⩾0
Consider the general case, and argue by induction on n. If one of the ai does not belong to the interior of I, we necessarily have a0= sup I or an= inf I.
Suppose first that an = inf I. Then we have an⩽bn and therefore ϱnf(an)⩽ϱnf(bn). The induction hypothesis, applied to the families (a0,...,an−1),(b0,...,bn−1) and (ϱ0,...,ϱn−1), implies
i=0∑n−1ϱif(ai)⩽i=0∑n−1ϱif(bi)
whence the desired inequality, by adding ϱnf(an). The case where a0= sup I is treated similarly.
Let g and h be convex functions defined on intervals I and J of R, respectively. If g is increasing and defined on the image of h, then the function g∘h is convex on J.
c) Suppose that F = E. For every integer m⩾2, we have
i=0∑nαi(um)⩽(i=0∑nαi(u)2)m/2
Let r∈R+∗ and let g be the function defined on R+ by g(x)=xr. The function g∘ exp is convex (Lemma 6), and therefore assertion a) follows from Prop. 11 applied to the function g.
Assertion b) follows from a) and Hölder's inequality (INT, I, Prop. 4).
Let m⩾2 be an integer. Apply b) with r=1,p=q=2 and v=um−1. We find
Let us prove c) by induction on m⩾2. The preceding inequality establishes the assertion when m=2. Suppose that m⩾3 and that the assertion is valid for m−1; since one has
Recall that a positive endomorphism u of E is of finite trace if and only if there exists an orthonormal basis (ei)i∈I of E such that
i∈I∑⟨ei∣u(ei)⟩<+∞
(EVT, V, p. 48, lemma 3 and p. 49, def. 7). If K=C, the space L1(E) of endomorphisms of finite trace of E is the vector space generated by the set of positive endomorphisms of finite trace (EVT, V, p. 50, def. 8); if K=R, the space L1(E) is defined as the intersection L(E)∩L1(E(C)) (EVT, V, p. 50).
If u∈L1(E), then the series
i∈I∑⟨ei∣u(ei)⟩
converges for every orthonormal basis (ei)i∈I of E and its sum is independent of the orthonormal basis; one says that it is the trace Tr(u) of u (EVT, V, p. 50). If K=R, one has Tr(u) = Tr(u(C)).
Let u∈L1(E). One has u∗∈L1(E) and Tr(u∗) = Tr(u) (loc. cit.).
Let B=(ei)i∈I be an orthonormal basis of E. Let u∈DB(E) and let us denote by λ=(λi)i∈I the family of its eigenvalues. The endomorphism u is of finite trace if and only if the family λ is summable in K. One then has Tr(u) =∑λi.
Replacing u by u(C) if necessary, one may suppose that K=C.
Suppose first that u is of finite trace. According to EVT, V, p. 50 and p. 49, formula (25), the family (⟨ei∣u(ei)⟩)i∈I=(λi)i∈I is summable.
Conversely, suppose that the family λ is summable.
Each of the families (R(λi)+),(R(λi)−),(I(λi)+),(I(λi)−) is then summable. The endomorphism u is a linear combination of the elements of DB(E) having these families as eigenvalues. These elements of DB(E) are positive. Since, by definition, the space of endomorphisms of finite trace is generated by the positive endomorphisms of finite trace, one may therefore suppose that λi⩾0 for every i. Since ⟨ei∣u(ei)⟩=λi, the family (⟨ei∣u(ei)⟩)i∈I is summable, therefore u is of finite trace (EVT, V, p. 48, lemma 3).
Finally, if u is of finite trace, then according to EVT, V, p. 50, one has
b) Let B=(ei)i∈I be an orthonormal basis of the initial space Ker(u)∘ of u, C=(fi)i∈I an orthonormal family in E, and (αi)i∈I a family in (R+∗)I such that u(ei)=αifi for every i∈I (cor. 2 of IV, p. 150). One has
Tr(u) =∑i∈Iαi⟨ei∣fi⟩.
To prove a), one may suppose that K=C (EVT, V, p. 50 and remark 4 of III, p. 2) and that u is positive (EVT, V, p. 50, def. 8).
From EVT, V, p. 56, cor. 1, there exists an orthonormal basis B=(ei)i∈I of E such that u is diagonal in the basis B and moreover the family λ of eigenvalues of u belongs to R+I and is summable. The family λ therefore belongs to C0(I;K) (TG, III, p. 38, prop. 1), and consequently the endomorphism u is compact (prop. 2 of IV, p. 148).
Let us prove b). Let (ei)i∈J be an orthonormal basis of E extending the family B, so that u(ei)=0 if i∈J - I. Then
Let F be a Hilbert space. Let u∈L(E;F) be a Hilbert-Schmidt mapping. Then u is a compact linear mapping.
Let (j,∣u∣) be the polar decomposition of u(I, p. 140, def. 4). By definition (EVT, V, p. 50, def. 9) the endomorphism u∗u is of finite trace,√ hence is compact (corollary 1, a)); the same is true of ∣u∣=u∗u (prop. 6 of III, p. 91, b)) and of u=j∣u∣ (prop. 3 of III, p. 5).
Suppose that K=C. Let u be a positive compact endomorphism of E. The endomorphism u is of finite trace if and only if the decreasing family of its eigenvalues (λn(u))n∈IE is summable; the trace of u is then the sum of this family.
According to th. 1 of IV, p. 149, this follows from the preceding proposition and from the definition of the sequence (λn(u))n∈IE (Noo3 of IV, p. 151), taking account of formula (28) of EVT, V, p. 49.
Let F be a Hilbert space. Let u∈L(E;F) be a compact linear mapping. Let B=(ei)i∈I be an orthonormal basis of the initial space Ker(u)∘ of u, C=(fi)i∈I an orthonormal family in F, and (αi)i∈I a family in (R+∗)I such that u(ei)=αifi for every i∈I (cor. 2 of IV, p. 150).
The endomorphism ∣u∣ of E is of finite trace if and only if the family (αi)i∈I is summable. One then has u∈L2(E;F) and
(8) Tr(∣u∣) =∑i∈Iαi,∥u∥22= Tr(u∗u) =∑i∈Iαi2,
and in particular ∥u∥2⩽ Tr(∣u∣).
The family of non-zero eigenvalues of ∣u∣ is (αi)i∈I, hence ∣u∣ is of finite trace if and only if the family (αi)i∈I is summable (Prop. 12). If this is so, the family (αi2) of non-zero eigenvalues of u∗u=∣u∣2 is summable, and formulas (8) result from loc. cit.
Let λ=(λi)i∈I be a family of complex numbers. For each t∈C∗, let nt be the cardinal of the set of i∈I such that λi=t. The family (λi)i∈I is summable if and only if nt is finite for each t∈C∗ and the family (ntt)t∈C∗ is summable. In this case, the sums of these two families are equal.
Suppose that the family (λi)i∈I is summable. For each t∈C, let It be the set of i∈I such that λi=t. By TG, III, p. 39, Theorem 2, applied to the partition of I by the sets It, the set It is finite for each t∈C∗, and moreover the family (ntt)t∈C∗ is summable, with sum equal to that of the family (λi)i∈I.
Conversely, suppose that nt is finite for each t∈C∗ and that the family (ntt)t∈C∗ is summable. Let J be a finite subset of I and Λ the set of the λi for i∈J. We have
∣i∈J∑λi∣⩽t∈Λ−{0}∑nt∣t∣⩽t∈C∗∑nt∣t∣
hence the family (λi)i∈I is summable (TG, VII, p. 17, corollary).
Suppose that K=C. Let u be a compact normal endomorphism of E. For t∈ Sps(u), let nt⩾1 be the spectral multiplicity of the eigenvalue t of u. In order that u be of finite trace, it is necessary and sufficient that the family (ntt)t∈Sps(u) be summable. The trace of u is then the sum of this family.
Let B=(ei)i∈I be an orthonormal basis of E such that u is diagonal in the basis B (Theorem 1 of IV, p. 149), and let λ=(λi)i∈I be the family of its eigenvalues. Since, for t∈ Sps(u), the multiplicity nt is equal to the number of elements i∈I such that λi=t, and since the non-zero elements of λ belong to Sps(u), the assertion then results from Prop. 12 and the preceding lemma.
8. Nuclear mappings
In this No., F denotes a Hilbert space over K. When K=C, we recall (I, p. 139√, Def. 3) that for u∈L(E;F), ∣u∣ denotes the positive endomorphism u∗∘u of E. When K=R, the element ∣u(C)∣ of L(E(C)) is of the form v(C) for a unique endomorphism v∈L (E), which is again denoted by ∣u∣(cf. I, p. 87).
We denote by (u,v)↦⟨u∣v⟩= Tr(u∗v) the scalar product in the Hilbert space L2(E;F) (EVT, V, p. 53, Remarks 1 and 2).
For every u∈L(E;F), we put ∥u∥1= Tr(∣u∣) if ∣u∣ is of finite trace and ∥u∥1=+∞ if this is not the case. Thus ∥u∥1∈R+∪{+∞}. Since ∥u∥=∥∣u∣∥ (Prop. 10, a) of I, p. 139) and if v is positive and of finite trace, then Tr(v)⩾∥v∥ (EVT, V, p. 49, formula (24bis) and p. 44, Prop. 9), it follows that
∥u∥⩽∥u∥1(9)
If ∥u∥1 is finite, then u is a Hilbert-Schmidt mapping and ∥u∥2⩽∥u∥1 (Cor. 4 of IV, p. 165).
Let B=(ei)i∈I be an orthonormal basis of the initial space Ker(u)∘ of u,C=(fi)i∈I an orthonormal family in F and (αi)i∈I a family in (R+∗)I such that u(ei)=αifi for every i∈I (Cor. 2 of IV, p. 150). The family (αi)i∈I is square-summable since u belongs to L2(E;F) (Cor. 4 of IV, p. 165). Let (ej)j∈J be an orthonormal basis of E extending (ei)i∈I.
Let L be a finite subset of I. Let vL be the continuous finite-rank linear mapping of E into F defined by
vL(x)=i∈L∑⟨ei∣x⟩fi
for every x in E. We have ∥vL∥⩽1 and vL∈L2(E;F). Moreover, for every j∈J, we have vL(ej)=0 if j∈/L and vL(ej)=fj if j∈L. Thus
This implies the equality of the proposition when ∥u∥1=+∞.
Suppose that ∥u∥1 is finite. For every i∈I, let pi be the linear mapping of E into F such that pi(ei)=fi and pi(x)=0 for every x∈ei∘. For all j and k in I, one has
⟨pj∣pk⟩= Tr(pj∗pk) =∑i∈J⟨pj(ei)∣pk(ei)⟩,
which is zero unless j=k, in which case this quantity is ∥fk∥2=1. The family (pi)i∈I is therefore orthonormal in L2(E;F). Consequently, the family (αipi)i∈I is summable in L2(E;F); its sum is equal to u since these two continuous linear mappings coincide on the elements ei for every i∈J.
which, combined with formula (10), completes the proof of the proposition.
It follows from this proposition that the set L1(E;F) of continuous linear mappings u of E into F such that ∥u∥1 is finite is a vector subspace of L2(E;F) and that the mapping u↦∥u∥1 is a semi-norm on L1(E;F); inequality (9) shows that it is a norm.
One says that the vector space L1(E;F) endowed with the norm u↦∥u∥1 is the space of nuclear mappings of E into F. If u∈L1(E;F), one says that u is nuclear.
Let u be a nuclear mapping of E into F. Since the mapping u is of Hilbert–Schmidt type, it is compact (cor. 2 of IV, p. 165). Moreover, Proposition 14 implies that for every v∈L2(E;F), one has
Let G be a Hilbert space over K. The mapping (u,v)↦v∘u of L(E;F)×L(F;G) into L(E;G) defines by passing to the subspaces a continuous bilinear mapping of norm ⩽1 of L2(E;F)×L2(F;G) into L1(E;G).
Let u∈L2(E;F) and v∈L2(F;G). Let w∈L2(E;G). We have ⟨uv∣w⟩= Tr(v∗u∗w) =⟨v∣u∗w⟩ whence
∣⟨uv∣w⟩∣⩽∥v∥2∥u∗w∥2⩽∥v∥2∥u∥2∥w∥
by the Cauchy–Schwarz inequality and formula (37) of EVT, V, p 52. The result therefore follows from Prop. 14.
The mapping u↦u∗ of L(E;F) into L(F;E) defines by passing to the subspaces an isometric linear mapping of L1(E;F) into L1(F;E).
Let u∈L1(E;F). Since u is a Hilbert–Schmidt mapping, the same is true of u∗ (EVT, V, p. 54). The mapping v↦v∗ is a bijection of the set of v∈L2(E;F) such that ∥v∥⩽1 onto the set of w∈L2(F;E) such that ∥w∥⩽1; for every v∈L2(E;F) with ∥v∥⩽1, one has ⟨v∣u⟩=⟨u∗∣v∗⟩ (EVT, V, p. 54, formula (42)), whence the result by Prop. 14.
Let E1 and F1 be Hilbert spaces. Let u be in L1(E;F),v be in L(E1;E) and v2 be in L(F;F1). Then v2uv1∈L1(E1;F1) and ∥v2uv1∥1⩽∥v2∥∥v1∥∥u∥1.
Let w∈L2(E;F1) such that ∥w∥⩽1. One has v2u∈L2(E;F1) (EVT, V, p. 52, formula (36)). Since v2∗w∈L2(E;F)(loc. cit.), it follows that
∣⟨w∣v2u⟩∣=∣⟨v2∗w∣u⟩∣⩽∥v2∥∥u∥1
(formula (11)), whence v2u∈L1(E;F1) and ∥v2u∥1⩽∥v2∥∥u∥1 (Prop. 14).
Let v1∈L(E1;E); since uv1=(v1∗u∗)∗, one has uv1∈L1(E1;F) and ∥uv1∥1⩽∥v1∗∥∥u∗∥1=∥v1∥∥u∥1 (Lemma 8).
The proposition follows at once from these inequalities.
The space L1(E;E) coincides with the space L1(E) of endomorphisms of finite trace of E, and one has ∣Tr(u)∣⩽∥u∥1 for every endomorphism u of E of finite trace.
We may suppose that K=C. The space L1(E;E) contains by definition the set of positive endomorphisms of finite trace, and therefore L1(E)⊂L1(E;E) (EVT, p. 50, def. 8). Conversely, let us prove that L1(E;E) is contained in L1(E).
Let u∈L1(E;E). We have u∗∈L1(E;E) (lemma 8); it is therefore enough to prove that the Hermitian elements of L1(E;E) are of finite trace (lemma 2 of I, p. 96).
Let u be such an endomorphism. It is compact (remark 2, p. 169). Let B be an orthonormal basis of E such that u is diagonal in the basis B (Theorem 1 of IV, p. 149), and let λ be the family of eigenvalues of u relative to B. The endomorphism ∣u∣ is diagonalizable in the basis B and the family of its eigenvalues is ∣λ∣ (prop. 1, d) of IV, p. 147). Since ∣u∣ is of finite trace, the latter family is summable (prop. 12 of IV, p. 164), hence the family λ is summable. Consequently, u is of finite trace (loc. cit.), and we have ∣Tr(u)∣⩽ Tr(∣u∣) =∥u∥1.
Consequently, the space L1(E) is a self-adjoint two-sided ideal of the star-algebra L(E). If E is of infinite dimension, this ideal is not closed in L(E).
Propositions 17 and 16 prove that the bilinear form b on L1(E;F)×L(F;E) with values in C defined by b(u,v)= Tr(vu) is a continuous bilinear form which puts the spaces L1(E;F) and L(F;E) in duality.
Let v∈Lc(E;F) be of norm ⩽ 1. Since L2(E;F) is dense in Lc(E;F), there exists a sequence (vn)n∈N in L2(E;F) which converges to v in L(E;F). The sequence (b(u,vn))n∈N converges to b(u,v); since ∣b(u,vn)∣ = ∣Tr(vnu)∣ = ∣⟨vn∗∣u⟩∣⩽∥u∥1 (prop. 14) for every n∈N, it follows that ∣b(u,v)∣⩽∥u∥1.
By lemma 9, the mapping θ is isometric, and it is enough to prove that θ is surjective.
Let λ∈Lc(F;E)′. Since ∥v∥⩽∥v∥2 for every v∈L2(F;E) (EVT, V, p. 52, formula (33)), the restriction of λ to the subspace L2(F;E) is a continuous linear form on the Hilbert space L2(F;E). There therefore exists an element u of L2(F;E) such that λ(v)=⟨u∣v⟩ for every v∈L2(F;E) (EVT, V, p. 15, th. 3).
For every w∈L2(E;F) of norm ⩽1, we have ∣⟨w∣u⟩∣=∣λ(w)∣⩽∥λ∥. Consequently, u is a nuclear mapping from E into F (prop. 14).
The continuous linear forms λ and θ(u) are equal on the dense subspace L2(F,E) of Lc(F;E). It follows that λ=θ(u), which concludes the proof.
The assertion follows from the proposition and from EVT, III, p. 24, cor. 2 since the space Lc(F;E) is a normed space.
9. Hilbert-Schmidt Integral Operators
In this No., X and Y are locally compact topological spaces. Let μ be a positive measure on X and ν a positive measure on Y. We denote by L2(X), L2(Y) and L2(X×Y) the spaces L2(X,μ),L2(Y,ν) and L2(X×Y,μ⊗ν) respectively, and analogously for L2(X), L2(Y) and L2(X×Y).
We recall (cf. No.o4 of III, p. 26) that for every N∈L2(X×Y), there exists a unique continuous linear mapping uN from L2(X) into L2(Y) such that
⟨g∣uN(f)⟩=∫X×Yg(y)N(x,y)f(x)d(μ⊗ν)(x,y)(12)
for every f∈L2(X) and every g∈L2(Y). The mapping uN is compact (cor. 1 of III, p. 33). The mapping N↦uN induces by passing to the quotients a continuous injective linear mapping from L2(X×Y) into L(L2(X);L2(Y)) (prop. 5 of III, p. 30).
We denote by θ the unique linear mapping from L2(X)⊗L2(Y) into L2(X×Y) which to every f∈L2(X) and every g∈L2(Y) associates the function defined by (x,y)↦f(x)g(y).
The mapping θ defines by passing to quotients a linear mapping θ from L2(X)⊗L2(Y) into L2(X×Y), and there exists a unique isometric isomorphism from L2(X)⊗2L2(Y) onto L2(X×Y) which coincides with this one on L2(X)⊗L2(Y).
The first assertion is elementary. Let us prove the second.
Let (fi)i∈I and (gj)j∈J be orthonormal bases of L2(X) and L2(Y), respectively. The family (fi⊗gj)(i,j)∈I×J is an orthonormal basis of L2(X)⊗2L2(Y) (EVT, V, p. 29, cor. 1) and the family (θ(fi⊗gj))(i,j)∈I×J is orthonormal in L2(X×Y) (INT, V, p. 95, § 8, no3, cor. 2). The mapping θ therefore extends by continuity to an isometric linear mapping from L2(X)⊗2L2(Y) into L2(X×Y). It remains to prove that this extension is surjective.
For this, it is enough to prove that the image of θ is dense in L2(X×Y). Let N be an element of L2(X×Y) orthogonal to the image of θ. For all i∈I and j∈J, one has ⟨gj∣uN(fi)⟩=⟨θ(fi⊗gj)∣N⟩=0 (formula (12)), whence uN=0, and therefore N = 0.
The preceding lemma establishes the assertion stated in EVT, V, p. 29, example 2.
Henceforth we shall identify L2(X)⊗2L2(Y) and L2(X×Y) by means of the isometric isomorphism of Lemma 10.
The mapping N↦uN is an isometric isomorphism of L2(X×Y) onto the space L2(L2(X);L2(Y)) of mappings
of Hilbert–Schmidt deThe linear mapping of LL2(X)2into(Y)⊗LL2(Y)2(X) into. L2(L2(X);L2(Y)) which associates to g⊗f the Hilbert–Schmidt mapping h↦⟨f∣h⟩g extends to an isometric isomorphism θ1 of L2(Y)⊗2L2(X) onto L2(L2(X);L2(Y)) (EVT, V, p. 52, th. 1).
Let us denote moreover by θ2 the isometric isomorphism of L2(X)⊗2L2(Y) onto L2(Y)⊗2L2(X) which to f⊗g associates g⊗f for every f∈L2(X) and every g∈L2(Y).
The linear mapping θ3=θ1∘θ2 is identified with an isometric isomorphism of L2(X×Y) onto L2(L2(X);L2(Y)).
Let f∈L2(X) and g∈L2(Y), and let N be the element of L2(X×Y) identified with f⊗g. From INT, V, p. 95, § 8, no3, cor. 2 and formula (12) one has
⟨g1∣uN(f1)⟩=⟨f∣f1⟩⟨g1∣g⟩
for all f1∈L2(X) and g1∈L2(Y). The mapping u=θ3(N) is the linear mapping θ1(g⊗f); it therefore satisfies u(h)=⟨f∣h⟩g for all h∈L2(X). Consequently, for all f1∈L2(X) and g1∈L2(Y), one has
⟨g1∣u(h1)⟩=⟨f∣h1⟩⟨g1∣g⟩=⟨g1∣uN(h1)⟩
whence θ3(N)=uN. Since θ3 and N↦uN are continuous, it follows that θ3(N)=uN for all N∈L2(X×Y), which completes the proof.
Let N∈L2(X×Y). By corollary 2 of IV, p. 150, there exist a countable set I, orthonormal families (fi)i∈I in L2(X) and (gi)i∈I in L2(Y), as well as a family (αi)i∈I in R+∗, such that
uN(f)=i∈I∑αi⟨fi∣f⟩gi
for all f∈L2(X), where the series converges in L2(Y). By cor. 4 of IV, p. 165 and the above corollary, one has
Let us further set hi,j=fi⊗gj∈L2(X×Y) for all (i,j)∈I×I. One then has
N=i∈I∑αihi,i
in L2(X×Y).
In fact, let (fj)j∈J and (gk)k∈K be orthonormal bases of L2(X) and L2(Y), respectively, extending the families (fi)i∈I and (gi)i∈I. Set hj,k=fj⊗gk for all (j,k)∈J×K. By lemma 10, the family (hj,k)(j,k)∈J×K is an orthonormal basis of L2(X×Y). One has ⟨hj,k∣N⟩=⟨gk∣uN(fj)⟩ for all (j,k)∈J×K. If j∈/I, this quantity is zero. If j∈I, it is equal to αj⟨gk∣gj⟩, hence is zero unless k=j, in which case ⟨hj,j∣N⟩=αj. Consequently
N=(j,k)∈J×K∑⟨hj,k∣N⟩hj,k=i∈I∑αihi,i
10. Trace of integral operators with continuous kernel
In this number, the conventions of the preceding number are retained with Y = X and ν=μ. It is assumed that X is a locally compact topological space countable at infinity (TG, I, p. 68, Def. 5).
In particular, one identifies the spaces L2(X×X) and L2(X)⊗2L2(X) (lemma 10 of IV, p. 172). We shall denote by f the class in L2(X) (resp. in L2(X×X)) of a function f∈L2(X) (resp. in L2(X×X)).
Let (fn)n∈N be a sequence of measurable mappings of X into a metrisable space F. Suppose that the limit of fn(x) exists in the complement of a μ-negligible subset of X. There exists a sequence (Cm)m∈N of compact subsets of X whose union X satisfies ∣μ∣(X−X)=0, such that the functions fn are continuous on Cm for all n∈N and all m∈N, and the sequence (fn)n∈N converges uniformly to f on Cm for all m∈N.
It follows from theorem 2 of INT, IV, p. 175, § 5, no4 and proposition 12, b) of INT, IV, p. 188, § 5, no8, that the set of compact subsets C of X such that the functions fn are continuous on C for all n, and that (fn) converges uniformly to f on C, is μ-dense in X (INT, IV, p. 189, § 5, no8, definition 6). The assertion then follows from the remark in INT, IV, p. 189, §5, no8.
Let N be a function belonging to L2(X×X) and let uN be the Hilbert-Schmidt mapping of L2(X) into L2(X) with kernel N (proposition 19 of IV, p. 173). Since the mapping uN is compact, there exist by proposition 9 of IV, p. 156 an element M of N and, denoting by I the set of integers n∈N such that n⩽M, orthonormal families (fi)i∈I and (gi)i∈I in L2(X) and a family (αi)i∈I in R+∗ such that
uN(f)=i∈I∑αi⟨fi∣f⟩gi(13)
for all f∈L2(X), where the series converges in L2(X).
For each i∈I, let hi∈L2(X×X) denote the function defined by hi(x,y)=fi(x)gi(y), so that hi is the class of fi⊗gi. By remark 9 of IV, p. 173, the series with general term αihi converges to N in L2(X×X).
In the remainder of this number, we suppose that N is a continuous function.
Suppose that uN is of finite trace. Then there exist a set X⊂X whose complement X −X is μ-negligible and a function H∈L2(X×X) satisfying the following conditions :
(i) For every (x,y)∈X×X, the family (αifi(x)gi(y))i∈I is summable in C and its sum is N(x,y);
(ii) For every finite subset J of I and every (x,y)∈X×X, one has
∣i∈J∑αihi(x,y)∣⩽H(x,y)(14)
(iii) The function x↦H(x,x) belongs to L1(X).
Since uN is of finite trace, the family (αi) is summable (cor. 4 of IV, p. 165). The series
i∈I∑αi∣fi∣2,i∈I∑αi∣gi∣2
therefore converge in L1(X) and consequently μ-almost everywhere (INT, IV, p. 128, § 3, no3, prop. 6). Let F and G denote, respectively, the functions defined μ-almost everywhere by the sum of these series, putting F(x)=0 and G(x)=0 for every x such that the corresponding series does not converge. Since F and G belong to L1(X), the function H defined by H(x,y)=√F(x)G(y) belongs to L2(X×X) (INT, V, p. 95, § 8, no3, cor. 2).
Let us apply prop. 20 to the space X, to F=C2, and to the measurable mappings
sn:x↦(i∈I∑αi∣fi(x)∣2,i∈I∑αi∣gi(x)∣2)
i⩽ni⩽n
defined on X. There therefore exists a sequence (Cm)m∈N of compact subsets of X satisfying the following conditions:
(1) the union X satisfies μ(X−X)=0;
(2) for every m∈N and every n∈N, the functions sn are continuous on Cm;
(3) for every m∈N, the series ∑αi∣fi∣2 and ∑αi∣gi∣2 converge uniformly on Cm to F and G, respectively;
(4) the support of the measure induced by μ on Cm is equal to Cm (replacing Cm by the support of this measure if necessary).
Let us prove that the set X and the function H satisfy conditions (i), (ii), and (iii).
Let (x,y)∈X×X. For every finite subset J⊂I, one has
By inequality (15), the series ∑iαihi converges uniformly on Km×Kn for every (m,n)∈N2. Let N be the function on X×X defined by
N(x,y)=i∈I∑αihi(x,y)=i∈I∑αifi(x)gi(y)
for every (x,y)∈X×X and by N(x,y)=0 otherwise. The function N is measurable (INT, IV, p. 175, § 5, no4, th. 2), and it is continuous on Km×Kn for every (m,n)∈N2.
From (16), we have ∣N(x,y)∣⩽H(x,y) for all (x,y)∈X×X, and in particular N belongs to L2(X×X) (INT, IV, p. 84, § 5, no6, th. 5).
Let us prove that N=N on X×X, which will establish property (i). Let f and g be elements of L2(X). We have
⟨g∣uN(f)⟩=∫X×XN(x,y)f(x)g(y)d(μ⊗μ)(x,y)
(formula (12) of IV, p. 172). For all (x,y)∈X×X and every finite subset J of I, we have
∣i∈J∑αifi(x)gi(y)f(x)g(y)∣⩽∣f(x)g(y)∣H(x,y)
by formula (16). Since the right-hand side of this inequality is integrable on X×X (INT, V, p. 95, § 8, no3, cor. 2), we may apply Lebesgue's theorem (INT, IV, p. 137, § 3, no7, th. 6) and formula (13), and deduce that
Consequently, we obtain uN=uN, whence N=N in L2(X×X) (prop. 3 of III, p. 28, b)).
For all (m,n)∈N2, the functions N and N are continuous on Km×Kn and therefore are equal on Km×Kn (prop. 9 of INT, III, p. 69, § 2, no2), since the support of the measure induced by μ⊗μ on Km×Kn is equal to Km×Kn. Hence N coincides with N on X×X.
√
Finally, the estimate FG ⩽(F+G)/2 implies that the function x↦√F(x)G(x)=H(x,x) is integrable on X, whence property (iii).
In the rest of this number, we retain the notation of the proposition.
If the endomorphism uN of L2(X) is positive, then N(x,x)⩾0 for every x in the support of μ.
Since uN is positive, the families (fi) and (gi) may be chosen in such a way that fi=gi for all i∈I (remark 3 of IV, p. 151). For all x∈X, we then have
N(x,x)=i∈I∑αi∣fi(x)∣2⩾0
Since N is continuous, and μ(X−X)=0, the function N is positive on the support of μ.
Suppose that uN is a positive endomorphism of L2(X). Then the endomorphism uN is of finite trace if and only if the function x↦N(x,x) is μ-integrable. In that case, one has
Tr(uN) =∫XN(x,x)dμ(x).
If uN is of finite trace, Theorem 2 implies that x↦N(x,x) is integrable on X and that its integral is the trace of uN.
Conversely, suppose that the function x↦N(x,x) is integrable. Since uN is positive, the orthonormal families (fi)i∈I and (gi)i∈I can be chosen so that fi=gi for all i∈I (remark 3 of IV, p. 151). For every x∈X, one has
N(x,x)=i∈I∑αi∣fi(x)∣2
whence, for every finite subset J of I, one deduces
i∈J∑αi=i∈J∑αi∫X∣fi(x)∣2dμ(x)
=∫Xi∈J∑αi∣fi(x)∣2dμ(x)⩽∫XN(x,x)dμ(x)
The family (αi)i∈I is therefore summable, which implies that the endomorphism uN is of finite trace (prop. 12 of IV, p. 164).