Let E1 and E2 be two prehilbertian spaces and let F=E1⊗E2 be the tensor product of the vector spaces E1 and E2. Let x1∈E1 and x2∈E2; since the mapping (y1,y2)↦⟨x1∣y1⟩⟨x2∣y2⟩ from E1×E2 into K is bilinear, there exists a linear form ϕx1,x2 on E1⊗E2 such that
ϕx1,x2(y1⊗y2)=⟨x1∣y1⟩⟨x2∣y2⟩
for y1∈E1 and y2∈E2. Let z∈F. The mapping (x1,x2)↦ϕx1,x2(z) from E1×E2 into K is bilinear; this can be seen by writing z in the form z=∑i=1nyi,1⊗yi,2 with yi,1∈E1 and yi,2∈E2 for 1≤i≤n. Then there exists a linear form ψz on F=E1⊗E2 such that
ψz(x1⊗x2)=ϕx1,x2(z)(x1∈E1,x2∈E2).
We put Φ(z,t)=ψz(t) for z,t in F. We see immediately that Φ is a sesquilinear form on E1⊗E2 characterized by
Φ(x1⊗x2,y1⊗y2)=⟨x1∣y1⟩⟨x2∣y2⟩
(cf. A, IX, § 1, No. 11).
Proposition 1
— The sesquilinear form Φ on E1⊗E2 is hermitian and positive, hence assigns the structure of a prehilbertian space to E1⊗E2. This space is Hausdorff if E1 and E2 are Hausdorff.
The formula Φ(z,t)=Φ(t,z) follows from (3) when z=x1⊗x2 and t=y1⊗y2. The general case is obtained by linearity, hence Φ is hermitian.
Suppose E1 and E2 are Hausdorff; we shall prove that the hermitian form Φ is positive and separating. Let z=∑i=1nxi⊗yi be a non-zero element of F=E1⊗E2. Let (e1,...,en) be an orthonormal basis of the subspace of E1 generated by x1,...,xn (V, p. 23, cor. 1). There exist elements f1,...,fm in E2, not all null, such that z=∑i=1nei⊗fi, hence
Φ(z,z)=i,j=1∑mΦ(ei⊗fi,ej⊗fj)
=i,j∑⟨ei∣ej⟩⟨fi∣fj⟩=i=1∑m∥fi∥2>0.
For the general case, we shall now prove that Φ is positive. Let E~i be the Hausdorff prehilbertian space associated with Ei and let πi be the canonical mapping from Ei onto E~i (i=1,2). Put π=π1⊗π2. Let Φ~ be the hermitian form on E~1⊗E~2 constructed in the same way as Φ. We have
Φ(z,t)=Φ(π(z),π(t))(z∈F,t∈F),
and since Φ~ is positive, so is Φ.
The prehilbertian space defined in prop. 1 is called the tensor product of the prehilbertian spacesE1 and E2 and is written as E1⊗E2. Henceforth we shall write ⟨z∣t⟩ for Φ(z,t), and therefore by definition
⟨x1⊗x2∣y1⊗y2⟩=⟨x1∣y1⟩⟨x2∣y2⟩;
we shall also write ∥z∥2 or ∥z∥ for ⟨z∣z⟩1/2. From (4), we get
∥x1⊗x2∥2=∥x1∥⋅∥x2∥,
then the bilinear mapping (x1,x2)↦x1⊗x2 from E1×E2 into E1⊗E2 is continuous.
For i=1,2 let Fi be a vector subspace of Ei, endowed with the induced prehilbertian structure. Then F1⊗F2 can be identified with a vector subspace of E1⊗E2 (A, II, § 7, No. 7). Formula (4) shows that F1⊗F2 with the prehilbertian space structure induced by that of E1⊗2E2, is exactly F1⊗2F2. We shall henceforth identify F1⊗2F2 with a prehilbertian subspace of E1⊗2E2.
Proposition 2
For i=1,2, let Ei and Fi be two Hausdorff prehilbertian spaces and let ui∈L(Ei;Fi). The linear mapping u1⊗u2 from E1⊗2E2 into F1⊗2F2 is continuous and we have*
∥u1⊗u2∥=∥u1∥⋅∥u2∥.
Consider the positive hermitian form on E1 given by
f(x1,y1)=∥u1∥2⟨x1∣y1⟩−⟨u1(x1)∣u1(y1)⟩.
By prop. 1 (V, p. 25), there exists a positive hermitian form Φ on E1⊗E2 such that
Let E1,...,En be prehilbertian spaces (n≥2). We define the tensor product E1⊗2...⊗2En (also denoted by ⨂i=1nEi) by induction, by
E1⊗2...⊗2En=(E1⊗2...⊗2En−1)⊗2En.
Hence, by the definition of scalar product, we have
⟨x1⊗...⊗xn∣y1⊗...⊗yn⟩=i=1∏n⟨xi∣yi⟩,
and in particular 1
∥x1⊗...⊗xn∥2=∥x1∥⋯∥xn∥,
for xi,yi in Ei (1≤i≤n). If the Ei are Hausdorff, then so is E1⊗2...⊗2En.
Let F1,...,Fn be prehilbertian spaces and ui∈L(Ei;Fi) for 1≤i≤n. By induction on n, prop. 2 implies that u1⊗...⊗un is a continuous linear mapping from E1⊗2...⊗2En into F1⊗2...⊗2Fn and that
∥u1⊗...⊗un∥=∥u1∥⋯∥un∥.
Let σ∈Sn be a permutation of the set {1,2,...,n}. Because of (6), the linear mapping pσ from E1⊗2...⊗2En onto Eσ−1(1)⊗2...⊗2Eσ−1(n) characterized by
pσ(x1⊗...⊗xn)=xσ−1(1)⊗...⊗xσ−1(n)
is a prehilbertian space isomorphism ("commutativity of tensor product").
Similarly, consider a partition of {1,2,...,n} into m consecutive intervals I1,...,In with Ik=[ak,ak+1−1] for 1≤k≤m. Put
Fk=i=ak⨂ak+1−1Ei(1≤k≤m).
1 Here again we put ∥z∥2=⟨z∣z⟩1/2 for z in E1⊗2...⊗2En.
The canonical isomorphism from F1⊗...⊗Fm onto E1⊗...⊗En which transforms ⨂k=1m⨂i=akak+1−1xi into x1⊗...⊗xn (A, II, § 3, No. 9) is a prehilbertian space isomorphism (« associativity of the tensor product »).
2. Hilbertian tensor product of hilbertian spaces
Definition 1
Let E1,...,En be hilbertian spaces. The completion of the Hausdorff prehilbertian spaceE1⊗^2...⊗^2Enis called the hilbertian tensor product of the Ei and is denoted by E1⊗^2...⊗^2En (or ⊗^1≤i≤n2Ei).
Let F1,...,Fn be hilbertian spaces and ui∈L(Ei,Fi) for 1≤i≤n. The continuous linear mapping u1⊗...⊗un then extends to a continuous linear mapping u1⊗^2...⊗^2un from E1⊗^2...⊗^2En into F1⊗^2...⊗^2Fn. We have
∥u1⊗^2...⊗^2un∥=∥u1∥...∥un∥
by formula (8) of V, p. 27. Moreover, if 1E denotes the identity mapping of any hilbertian space E, we have
We leave to the reader the task of formulating the « commutativity » and the « associativity » of the hilbertian tensor product, in analogy with what has been said above for prehilbertian spaces.
Remark
Let E1,...,En be Hausdorff prehilbertian spaces, and E^1,...,E^n their respective completions. Then E1⊗2...⊗2En is a prehilbertian subspace of E^1⊗2...⊗2E^n. Since the mapping (x1,...,xn)↦x1⊗...⊗xn from E^1×...×E^n into E^1⊗2...⊗2E^n is continuous, E1⊗2...⊗2En is dense in E^1⊗2...⊗2E^n. A fortiori the completion of E1⊗2...⊗2En is precisely the hilbertian space E^1⊗^2...⊗^2E^n. This completion is sometimes simply written as E1⊗^2...⊗^2En (or ⊗^1≤i≤n2Ei).
Proposition 3
Let E1,...,En be hilbertian spaces. Suppose that for 1≤i≤n the space Ei is a hilbertian sum of a family (Ei,α)α∈A(i) of closed vector subspaces. Then E1⊗2...⊗2En is a hilbertian sum of the family of subspaces E1,α1⊗^2...⊗^2En,αn with (α1,...,αn) ranging over A(1)×...×A(n).
By formula (6) of V, p. 27, the subspaces E1,α1⊗^2...⊗^2En,αn of E1⊗^2...⊗^2En are mutually orthogonal. For every integer i between 1 and n, the set ⋃α∈A(i)Ei,α is total in Ei, and the multilinear mapping (x1,...,xn)↦x1⊗...⊗xn is continuous.
It follows that the union of the subspaces E1,α1⊗^2...⊗^2En,αn is total, hence prop. 3.
Corollary 1
— For 1≤i≤n, let (ei,α)α∈A(i) be an orthonormal basis of Ei. Then the family of vectors e1,α1⊗…⊗en,αn as (α1,…,αn) ranges over A(1)×⋯×A(n) is an orthonormal basis of E1⊗^2…⊗^2En.
Corollary 2
— Let E1 and E2 be two hilbertian spaces, and (ei)i∈I an orthonormal basis of E1. Let (yi)i∈I be a family of elements of E2, such that ∑i∈I∥yi∥2<+∞. Then the family (ei⊗yi)i∈I is summable in E1⊗^2E2; moreover, every element of E1⊗E2 can be written uniquely in the form ∑i∈Iei⊗yi with ∑i∈I∥yi∥2<+∞.
Let Fi be the line in E1 generated by the ei (i∈I). Then E1 is the hilbertian sum of the family of subspaces (Fi)i∈I. By prop. 3, the space E1⊗^2E2 is the hilbertian sum of the family of subspaces (Fi⊗^2E2)i∈I, hence cor. 2 follows.
Example 1
By cor. 1, the space ℓ2(I)⊗^2ℓ2(J) is canonically isomorphic to ℓ2(I×J), the tensor product x⊗y of x=(xi)i∈I and y=(yj)j∈J can be identified with the family (xiyj)i∈I,j∈J. Similarly, by cor. 2, ℓ2(I)⊗^2E can be identified with ℓE2(I), in such a way that we have (xi)i∈I⊗y=(xiy)i∈I for every y in the hilbertian space E.
Example 2
\* Let X be a Hausdorff topological space, and μ a positive measure on X. Let E be a hilbertian space. We can identify L2(X,μ)⊗^2E with LE2(X,μ) in a canonical way : if f is the class of the square integrable scalar function f on X, and if a belongs to E, then f⊗a is the class of the function x↦f(x).a with values in E.
Let Y be a Hausdorff topological space and ν a positive measure on Y. In an analogous manner, we can identify the hilbertian spaces L2(X,μ)⊗^2L2(Y,ν) and L2(X×Y,μ⊗ν); then f⊗g can be identified with the class of the function (x,y)↦f(x)g(y) on X×Y. \
3. Symmetric hilbertian powers
Let E be a hilbertian space, and let n be a positive integer. Let T^n(E) or E⊗^n denote the tensor product of n hilbertian spaces each equal to E. In other words, T^n(E) is the completion of the space Tn(E)=E⊗…⊗E (n factors) for the Hausdorff prehilbertian space structure defined by
⟨x1⊗…⊗xn∣y1⊗…⊗yn⟩=i=1∏n⟨xi∣yi⟩.
If (ei)i∈I is an orthonormal basis of E, the family of vectors ei1⊗…⊗ein for i1,…,in in I, is an orthonormal basis of T^n(E) (V, p. 29, cor. 1). We get T^∘(E)=K.
Let σ∈Sn be a permutation of the set {1,2,…,n}. By V, p. 27, there exists an automorphism pσ of T^n(E) characterized by
pσ(x1⊗…⊗xn)=xσ−1(1)⊗…⊗xσ−1(n).
We have pστ=pσpτ for σ,τ in Sn, and consequently the endomorphism Πn=n!1∑σ∈Snpσ of the vector space T^n(E) is the orthoprojector onto the subspace of all elements left invariant by Sn. However (A, III, § 6, No. 3), Πn maps the « algebraic » tensor product Tn(E) onto the subspace TSn(E) of all symmetric tensors of order n. In other words, the image of Πn is the completion of the space TSn(E) endowed with a scalar product induced by that of Tn(E); this completion will be denoted by TSn(E).
Let Sn(E) be the nth symmetric power of the vector space E (A, III, § 6, No. 1). The canonical mapping from Tn(E) onto Sn(E) defines by restriction an isomorphism λn from TSn(E) onto Sn(E). We verify immediately that the inverse isomorphism is given by
We define a Hausdorff prehilbertian space structure on Sn(E) by putting
⟨u∣v⟩=n!⟨μn(u)∣μn(v)⟩.
We then have (compare with formula (29) of A, III, § 11, No. 5)
⟨x1…xn∣y1…yn⟩=σ∈Sn∑i=1∏n⟨xi∣yσ(i)⟩,
and in particular
⟨xn∣yn⟩=n!⟨x∣y⟩n.
Let S^n(E) denote the completion of the pre-Hilbertian space Sn(E) and S^(E) the external hilbertian sum of the hilbertian spaces S^n(E). We can show (V, p. 73, exerc. 1) that the multiplication in the algebra S(E) cannot be extended by continuity to S(E), unless E is just 0.
Proposition 4
Let (ei)i∈I be an orthonormal basis of the hilbertian space E. For every α in N(I), put
zα=i∈I∏eiαi/(αi!)1/2.
Then (zα)α∈N(I) is an orthonormal basis of S^(E).
Let E0 be the vector subspace of E generated by the vectors ei for i ranging over I. Then the zα form a basis of the vector space S(E0) (A, III, § 6, No. 6). But E0 is dense in E, and the multilinear mapping (x1,…,xn)↦x1…xn from E×⋯×E into S(E) is continuous for all n⩾1; hence S(E0) is dense in S(E). It is now enough to prove that the family of the zα is orthonormal. First observe that S^n(E) and S^m(E) are orthogonal for n=m. Hence it is enough to prove the formula
⟨zα∣zβ⟩={10if α=βif α=β
when ∣α∣=∑i∈Iαi and ∣β∣=∑i∈Iβi are equal to the same integer n.
Consider a partition (Pi)i∈I of the set {1,2,...,n} such that Card Pi=αi for all i∈I. Put xk=ei if k belongs to Pi, then x1...xn=∏i∈Ieiαi. Similarly we define (Qi)i∈I and yk in such a way that Card Qi=βi and y1...yn=∏i∈Ieiβi. Since the ei are mutually orthogonal, we have ⟨xk∣yσ(k)⟩=0 except if there exists an indice i∈I such that k∈Pi and σ(k)∈Qi. By formula (15), we then have ⟨x1...xn∣y1...yn⟩=0 unless there exists a permutation σ∈Sn such that σ(Pi)=Qi for all i∈I, which implies that α=β. Then ⟨zα∣zβ⟩=0 for α=β. The same argument proves that ∥x1...xn∥2 is equal to the number of the σ∈Sn such that σ(Pi)=Pi for all i∈I, hence equal to ∏i∈Iαi!. We get ∥zα∥=1, and the proposition is proved.
Corollary
— *Suppose that the hilbertian space E is the direct sum of the orthogonal subspaces M and N. The canonical isomorphism g from S(M)⊗S(N) onto S(E) (A, III, § 6, No. 6) extends uniquely to a hilbertian space isomorphism h from S^(M)⊗^2S^(N) onto S^(E).
Let (ei)i∈I (resp. (fj)j∈J) be an orthonormal basis of the hilbertian space M (resp. N) and let M0 (resp. N0) be the vector subspace of E generated by the vectors ei (resp. fj). Put E0=M0+N0 and let g0 be the canonical isomorphism from S(M0)⊗S(N0) onto S(E0). Put
for α∈N(I) and β∈N(J). By prop. 4, we have thus defined the orthonormal bases (zα)α∈N(I) for S^(M), (tβ)β∈N(J) for S^(N) and (zαtβ)α∈N(I),β∈N(J) for S^(E). Since we have zαtβ=g0(zα⊗tβ), and since the elements zα⊗tβ form an orthonormal basis of S^(M)⊗^2S^(N) (V, p. 29, cor. 1), we see that g0 extends to a hilbertian space isomorphism h:S^(M)⊗^2S^(N)→S^(E). By the construction, we have
h(x1...xm⊗y1...yn)=x1...xmy1...yn
for all vectors x1,...,xm in M0 and y1,...,yn in N0. By continuity, the same relation also holds for the vectors x1,...,xn in M and the vectors y1,...,yn in N; in other words, h extends g. The uniqueness of h is clear.
Let E and F be two hilbertian spaces and u∈L(E;F). The linear mapping T^n(u)=u⊗^2...⊗^2u (n factors) from T^n(E) into T^n(F) is continuous with norm ∥u∥n (V, p. 28, formula (10)). Moreover, formulas (13) and (14) of V, p. 30, show that there exists an isomorphism ϕn,E from S^n(E) onto the subspace TSn(E) of T^n(E), and only one, such that
(18)ϕn,E(x1…xn)=(n!)1/21σ∈Sn∑xσ(1)⊗…⊗xσ(n)(x1,...,xn in E).
Hence there exists a continuous linear mapping S^n(u) from S^n(E) into S^n(F) and only one which makes the following diagram commutative
We clearly have ∥S^n(u)∥≤∥T^n(u)∥=∥u∥n. Further, for all x∈E, we have S^n(u)(xn)=u(x)n,∥xn∥=(n!)1/2∥x∥n and ∥u(x)n∥=(n!)1/2∥u(x)∥n, which gives
∥S^n(u)∥⋅∥x∥n≥∥u(x)∥n;
it follows immediately that ∥S^n(u)∥≥∥u∥n, hence formula (19).
It is clear that we have the formulas
(20)S^n(1E)=1S^n(E)
(21)S^n(v∘u)=S^n(v)∘S^n(u)forv∈L(F;G).
Finally, S^n(u) coincides on Sn(E) with the linear mapping Sn(u):Sn(E)→Sn(F) defined in A, III, § 6, No. 2 since it transforms x1...xn into u(x1)...u(xn) for every x1,...,xn in E.
Example 1
Let d≥1 be an integer and ω a positive function on Rd, locally integrable with respect to the Lebesgue measure μ. Let E be the hilbertian space L2(Rd,ω.μ), and let S=S(E). Then S can be identified with the space of all sequences f=(fn)n≥0, where each fn is a function on (Rd)n which is measurable with respect to the Lebesgue measure μ⊗...⊗μ (n factors) and invariant under the permutations of the n factors in (Rd)n, and is such that
is finite. The norm ∥f∥ in S is defined by formula (22). The hilbertian space S defined above is called the symmetric Fock space corresponding to the weightω.
Example 2
Let X be a Hausdorff topological space, μ a positive measure of norm 1 on X and E a hilbertian subspace of the real hilbertian space LR2(X,μ). We say that E is a gaussian space if the following equivalent conditions are satisfied :
a) for all f∈E, we have ∫Xeifdμ=exp(−∥f∥2/2);
b) for all f∈E with norm 1, the image of the measure μ under f is the measure
(2π)−1/2e−x2/2dx.
on R.
Suppose E is a gaussian space.* Let f1,...,fn be functions whose classes fi belong to E. We define a function : f1...fn : on X (called « Wick’s product » of f1,...,fn) by the formula
Then there exists an isomorphismϕfromS^(E)onto a hilbertian subspace ofLR2(X,μ) which transforms the product f1...fn of f1,...,fn, calculated in S^(E), into (:f1...fn:). Suppose that X is a Souslin space and that there exists a countable family (fn) of functions whose classes belong to E and which separate the points of X. Then ϕ is an isomorphism from S^(E) onto LR2(X,μ). \
4. Exterior hilbertian powers
Let E be a hilbertian space and n a positive integer. For every permutation σ∈Sn, let εσ denote its signature; put an=n!1∑σ∈Snεσpσ in L(T^n(E)) (V, p. 29).
It is immediate that an is an orthoprojector, whose image An′(E) is the closure in T^n(E) of the space An′(E) of all antisymmetric tensors of order n (A, III, § 7, No. 4). There exists an isomorphism πn from Λn(E) onto An′(E) which is characterized by
for x1,...,xn in E. We can now define a Hausdorff prehilbertian space structure on Λn(E) by putting
(25)⟨u∣v⟩=n!⟨πn(u)∣πn(v)⟩.
More explicitely, we have (compare with formula (30) of A, III, § 11, No. 5).
(26)⟨x1∧...∧xn∣y1∧...∧yn⟩=det(⟨xi∣yj′⟩)
for all x1,...,xn and y1,...,yn in E.
Let Λ^n(E) denote the completion of the prehilbertian space Λn(E), and Λ^(E) the external hilbertian sum of the hilbertian spaces Λ^n(E).
Example
— With the notations of example 1 of V, p. 32, we can identify the hilbertian space Λ^(E) with the set of all sequences (fn)n≥0 of measurable functions for which the number ∥f∥ defined in (22) is finite, and where each function fn is antisymmetric, that is, satisfies the relation
fn(xσ(1),...,xσ(n))=εσfn(x1,...,xn)
for every permutation σ∈Sn. The hilbertian space Λ^(E) is called the antisymmetric Fock space corresponding to the weightω. \
Proposition 5
Let* (ei)i∈Ibe an orthonormal basis of the hilbertian space E. Endow I with a totally ordered structure. Then the set of all elementsei1∧...∧einfori1<...<inis an orthonormal basis ofΛ^n(E).
We know (A, III, § 7, No. 8) that the elements in question form a basis of the vector space Λn(E0) where E0 is the vector subspace of E generated by the vectors ei. Further, for i1<...<in, the matrix of scalar products ⟨eik∣eil⟩ is the unit matrix of order n; by (26), we have ∥ei1∧...∧ein∥=1. Finally, if (i1,...,in) and (j1,...,jn) are two distinct, strictly increasing sequences of elements of I, then there exists an element jℓ distinct from i1,...,in and so we have ⟨eik∣ejℓ⟩=0 for 1≤k≤n, and by (26), ⟨ei1∧...∧ein∣ej1∧...∧ejn⟩=0. In other words, the family of elements ei1∧...∧ein, for i1<...<in, is orthonormal.
But E0 is dense in E, and the mapping (x1,...,xn)↦x1∧...∧xn from E×⋯×E into Λn(E) is continuous. Consequently, Λn(E0) is dense in Λn(E), and proposition 5 follows.
Corollary
Suppose that the hilbertian space* E is the direct sum of two orthogonal subspaces M and N. The canonical isomorphism g fromΛ(M)⊗Λ(N)ontoΛ(E)(A, III, § 7, No. 7)extends in a unique way to a hilbertian space isomorphism fromΛ^(M)⊗^2Λ^(N)ontoΛ^(E).
The proof is analogous to that of the corollary of prop. 4 (V, p. 31).
Let E and F be two hilbertian spaces and u∈L(E;F). We shall show, as in the case of symmetric powers S^n(E) (V, p. 32) that the linear mapping Λ^n(u) from Λ^n(E) into Λ^n(F) (A, III, § 7, No. 4) extends to a continuous linear mapping Λ^n(u) from Λ^n(E) into Λ^n(F). We have the relations
Λ^n(1E)=1Λ^n(E),(27)
Λ^n(v∘u)=Λ^n(v)∘Λ^n(u)if v belongs to L(F;G),(28)
∥Λ^n(u)∥≤∥u∥n.(29)
In general we do not have equality in formula (29) (TS, IV, § 6). Finally, we have an isomorphism ψn=ψn,E from Λ^n(E) onto the subspace An′(E) of T^n(E) defined by
Let E be a hilbertian space. For every integer n⩾0, let θn be the canonical mapping from Tn(E) onto Λn(E); then
θn(x1⊗…⊗xn)=x1∧…∧xn
for x1,…,xn in E. Let p and q be two positive integers; on account of formulas (30) and (31) we have
u∧v=θp+q((p!)1/21ψp(u)⊗(q!)1/21ψq(v))
for u∈Λp(E) and v∈Λq(E). Since ∥θn∥≤(n!)1/2, we get the inequality
∥u∧v∥≤(p!q!(p+q)!)1/2∥u∥⋅∥v∥
for u∈Λp(E) and v∈Λq(E). Consequently, the mapping (u,v)↦u∧v extends by continuity to a bilinear mapping from Λ^p(E)×Λ^q(E) into Λ^p+q(E), with a norm at most equal to (p!q!(p+q)!)1/2 (cf. V, p. 73, exerc. 2). We again denote this by (u,v)↦u∧v.
Proposition 6
Let E be a hilbertian space. We have
∥x∧u∥≤∥x∥⋅∥u∥
forx∈Eandu∈Λ^(E).
It is clearly enough to consider the case ∥x∥=1.
Let F be the hilbertian subspace of E consisting of all vectors orthogonal to x. Since E is the hilbertian sum of F and the line K.x, it follows from the corollary of V, p. 34 that the mapping (v,w)↦v+x∧w is a hilbertian space isomorphism from Λ^(F)⊕Λ^(F) onto Λ^(E). If u=v+x∧w with v,w in Λ^(F), we have x∧u=x∧v, hence ∥x∧u∥=∥v∥≤(∥v∥2+∥w∥2)1/2=∥u∥.
Corollary 1
a)* Letx1,…,xnbe elements of the hilbertian space E. *We have
∥x1∧…∧xn∥≤∥x1∥…∥xn∥,
where equality holds only if one of thexiis null, or if the sequence(x1,…,xn)is orthogonal.
b)Letx1,…,xn,y1,…,ynbe elements of the hilbertian space E. We have
∣det(⟨xi,yj⟩)∣≤∥x1∥…∥xn∥⋅∥y1∥…∥yn∥;
if the vectors xi and yi are non-null; equality holds in (36) if and only if (x1,...,xn) and (y1,...,yn) are each an orthogonal basis of the same vector subspace of E.
The inequality (35) follows from prop. 6 by induction on n; the inequality (36) can be deduced by applying the Cauchy-Schwarz inequality in Λn(E) and the formula (26) of V, p. 33.
Suppose that the sequence (x1,...,xn) is orthogonal. Then
∥x1∧...∧xn∥2=det(⟨xi∣xj⟩)=i=1∏n∥xi∥2
since ⟨xi∣xj⟩=0 for i=j.
Now suppose that the vectors x1,...,xn are not null and do not form an orthogonal sequence. Since ∥x1∧...∧xn∥ depends symmetrically on the vectors x1,...,xn, we can assume that x1 is not orthogonal to the subspace F of E generated by x2,...,xn, and that F is not simply 0. We can decompose x1 in the form x1′+y with y=0 in F and x1′ orthogonal to F; then ∥x1′∥<∥x1∥. But
By the first part of the proof, the equalities (38) imply that each of the sequences (x1,...,xn) and (y1,...,yn) is orthogonal, which in turn implies that x1∧...∧xn=0 and that y1∧...∧yn=0. Under these conditions, relation (37) implies that there exists a scalar λ=0 such that y1∧...∧yn=λx1∧...∧xn (V, p. 3, Remark 1); in other words, that (x1,...,xn) and (y1,...,yn) are bases of the same vector subspace of E (A, III, § 11, No. 13).
Corollary 2
— Let (aij)1≤i,j≤n be a hermitian matrix, with complex elements, and with determinant D. Suppose that the inequality
i,j=1∑naijzizj≥0
holds for all complex numbers z1,...,zn. Then
0≤D≤a11...ann.
Suppose D is non-null; the equality D=a11...ann holds if and only if aij=0 for all i=j.
Let Φ be the hermitian form on the vector space Cn given by
Φ(z,z′)=i,j=1∑naijzizj′
for z=(z1,...,zn) and z′=(z1′,...,zn′) in Cn. By hypothesis, Φ is positive.
First assume that Φ is separating, that is, that D is non-null. If (e1,...,en) is the canonical basis of Cn, we have Φ(ei,ej)=aij, and cor. 2 follows immediately from cor. 1, a) by putting xi=ei.
Since aii=Φ(ei,ei)≥0, we also have inequality (40) if D=0.
Corollary 3 (« Hadamard’s inequalities »)
— Let (aij)1≤i,j≤n be a matrix with complex elements, and with determinant D. Put
ci=(j=1∑n∣aij∣2)1/2for1≤i≤n,
and m=supi,j∣aij∣. Then we have
∣D∣≤c1...cn≤mn⋅nn/2.
If D=0, in order that ∣D∣=c1...cn it is necessary and sufficient that the rows yi=(aij)1≤j≤n of the matrix (aij)1≤i,j≤n are two by two orthogonal vectors.
Let the space Cn be assigned a scalar product defined by
⟨z∣z′⟩=i=1∑nzizi′.
Let (x1,...,xn) be the canonical basis of Cn and yi the vector with components aij for 1≤j≤n. We have ∥xi∥=1 and ∥yi∥=ci for 1≤i≤n; also ⟨xi∣yj⟩=aji. The inequality ∣D∣≤c1...cn and the condition of equality are then particular cases of V, p. 35, cor. 1. Obviously we have ci≤m⋅n1/2, hence c1...cn≤mn⋅nn/2.