§ 7. Hermitian forms and ordered fields
Throughout this paragraph, let K denote a maximal ordered field (hence commutative and of characteristic zero; cf. chap. VI, § 2), and suppose that we are in one of the following three cases:
1°) A = K, J is the identity; 2°) A is the field K(i), obtained by adjunction to K of a square root i of −1, and, for every λ ∈ A, is the conjugate of λ (chap. II, § 7, no 7). 3°) A is the quaternion field over K corresponding to the pair (−1, −1) (or, as we shall say for brevity, the quaternion field over K), and, for every λ ∈ A, is the conjugate of λ (cf. chap. II, § 7, no 8 and chap. VIII, § 11, no 2).
If Φ is a hermitian form on E, we therefore have, in all cases, for every , since .
1. Positive hermitian forms.
Definition 1
A hermitian form on is said to be positive (resp. negative) if (resp. ) for every .
When , one also says that the quadratic form
Suppose is finite-dimensional over , and let () be an orthogonal basis of (, no 1, th. 1). For a hermitian form on to be positive, it is necessary and sufficient that for . Let be a positive non-degenerate hermitian form on ; since every positive element of is a square, hence of the form (), there exist orthonormal bases for in (, no 1, cor. 1 of th. 1).
Proposition 1
Suppose is finite-dimensional, and or . If is a positive non-degenerate hermitian form on , then the extensions of to and (), as well as the inverse form of , are positive non-degenerate hermitian forms.
This follows at once from the existence of an orthonormal basis of , and from prop. 2, , no 1.
Prop. 1 remains true if « positive non-degenerate » is replaced everywhere by « positive ».
Proposition 2
Let be a positive hermitian form on . For in , one has
The inequality is indeed immediate when the vectors and are proportional. We may therefore suppose that and are linearly independent. Let be the (commutative) subfield of , the vector plane over generated by and , and the restriction of to ; the latter takes its values in . By Proposition 1, the discriminant of with respect to the basis is . Now this discriminant is . Q.E.D.
Corollary
The set of isotropic vectors of E is the orthogonal subspace of E for . In order that be non-degenerate, it is necessary and sufficient that for every .
Proposition 3
Suppose E finite-dimensional and A commutative ( or ). Let be a hermitian form on E, X its matrix with respect to a basis () of E; for every subset H of , denote by the minor of X obtained by deleting the rows and columns with indices (Chap. III, § 6, No. 3).
a) *If is positive non-degenerate, then for every subset H of .
b) *Conversely, if, on putting , we have for , then is positive non-degenerate.
Suppose first that is positive non-degenerate. The elements () form a basis of a subspace F of E, and the minor is the discriminant of the restriction of to F with respect to this basis; now, since for every in F, is positive non-degenerate (Corollary to Proposition 2); hence (Proposition 1). To prove b), let us note that, with the notation of Proposition 1, § 6, No. 1, the minor is equal to ; there therefore exists (Proposition 1, § 6, No. 1) an orthogonal basis () of E such that for ; consequently is positive non-degenerate.
Remark
It follows from the existence of orthonormal bases that two non-degenerate positive hermitian forms on two vector spaces of the same finite dimension are equivalent (§ 1, no 6). Let then L be a finite-dimensional hermitian space over A, whose metric form is positive non-degenerate, and let and be two linear varieties of the same dimension in L (§ 6, no 6); since the restrictions of the metric form to the directions and of and on the one hand, and to the orthogonal subspaces and on the other hand, are equivalent, there exists a unitary automorphism of the space of the translations of such that and ; there therefore exists a displacement of such that . Let be two pairs of points of ; for there to exist a displacement of such that and , it is therefore necessary and sufficient (with the notation of § 6, no 6) that one has ; the element of (chap. VI, § 2, no 4) is called the distance between and in the hermitian space .
2. The law of inertia.
Theorem 1 (« law of inertia »)
Suppose that satisfies the hypotheses at the beginning of this paragraph, and that is of finite dimension . Let be a hermitian form on . Then:
a) There exists a decomposition of into a direct sum of the subspace orthogonal to , and of two subspaces and such that the restriction of to (resp. ) is positive (resp. negative) and non-degenerate.
b) There exists an orthogonal basis of such that
c) The dimensions of and of are the same for all the decompositions into a direct sum satisfying the conditions stated in a) ; the integer (resp. ) is the maximum of the dimensions of the subspaces of such that the restriction of to is positive (resp. negative) and non-degenerate.
d) The rank of is .
e) If is non-degenerate, its index is equal to (§ 4, no 2, def. 2).
Indeed, let () be an orthogonal basis of (§ 6, No. 1, Theorem 1); recall that for every . We may suppose that for , for and for . This proves a), since we take for (resp. ) the subspace generated by (resp. by ), and is then generated by . We deduce b) from this by observing that is of the form (resp.
- for (resp. ). To prove c), consider a subspace P of E such that the restriction of to P is positive and non-degenerate; we then have , and the sum is therefore direct; we conclude that , and this proves c). Assertion d) follows at once from a).
Suppose finally that is non-degenerate, put , and show that q is the index of . With the notations of b), the vectors (resp. ) () generate a totally isotropic subspace F (resp. ). Since K is of characteristic 0, is generated by and is therefore non-isotropic. The restriction of to the subspace is then positive (or negative) and non-degenerate, and H contains therefore no isotropic vector . Since contains F and H, and since , we have . Thus an isotropic vector z orthogonal to F is necessarily in F, because, in the direct sum , the component of z in H is isotropic. Consequently F is a maximal totally isotropic subspace, and this proves e).
Definition 2
With the notations of Theorem 1, the pair is called the signature of .
3. Reduction of a form with respect to a positive hermitian form.
In this No. we shall suppose that E is of finite dimension over , and we shall denote by a non-degenerate positive hermitian form on E.
Since the linear mappings of E into associated with are bijective, whatever the elements of E with , there exists one and only one element of E such that . In particular, if or and if is a semilinear mapping for J of E into itself (chap. II, App. I, No. 1), there exists, for every , one and only one element such that for every , . It is immediately seen that is a semilinear mapping for J of E into itself; it is called the adjoint of .
Remark 1
When J is the identity, we recover the notion of adjoint of a homomorphism defined in § 1, No. 8.
Remark 2
Suppose still that or . Let be the right A-module defined in § 1, No. 2, Def. 5. The form is a bilinear form on , is a bilinear form on , and is an A-linear mapping of E into . The adjoint of this homomorphism, in the sense of § 1, No. 8, is an A-linear mapping of E into ; it is immediately seen that this coincides with the mapping defined above.
An endomorphism of E is said to be normal (for ) if .
Examples of normal endomorphisms: 1) the unitary automorphisms for ( 6, No. 2), which are characterized by the relation ( 1, No. 8, cor. of prop. 8); 2) the endomorphisms such that ; these are called hermitian endomorphisms.
For every hermitian endomorphism of E, put ; we have
Suppose that or ; given a bilinear form on E, there exists, for every , one and only one element of E such that ; it is immediately seen that is a semilinear mapping (for J) of E into itself. Since , we see that, for to be symmetric (resp. alternating), it is necessary and sufficient that (resp. ).
Theorem 2
Let S be a set of endomorphisms of E (resp. of semilinear mappings of E into E when A = K or A = K(i)) stable under the mapping u → u*. Then, if V is a subspace of E stable under S, its orthogonal V⁰ is stable under S. On the other hand E is the direct sum of subspaces stable under S, minimal in the set of subspaces ≠ {0} and stable under S, and pairwise orthogonal.
Indeed let V be a subspace of E stable under S; whatever x ∈ V⁰, y ∈ V and u ∈ S, we have u*(y) ∈ V, whence (resp. ), and consequently u(x) ∈ V⁰; thus V⁰ is stable under S, which proves our first assertion. For the second we shall proceed by induction on the dimension n of E, the case n = 0 being trivial. For n ≠ 0 there exists a subspace V ≠ {0} of E stable under S and minimal, for example a stable subspace ≠ {0} of minimal dimension. It then suffices to apply the induction hypothesis to V⁰, since the adjoint of the restriction of u to V⁰ (with respect to the restriction of ) is identical with the restriction to V⁰ of the adjoint of u.
Corollary 1
Suppose that A = K or that A = K(i). Let B be a subalgebra of , stable under the mapping u → u*. Then E is a semisimple B-module, and is the direct sum of simple submodules pairwise orthogonal. The algebra B is semisimple.
Indeed, since every B-submodule V of E has a supplement, for example V⁰, the B-module V is semisimple (chap. VIII, § 3, No. 3, prop. 7). Since every B-submodule ≠ {0} and minimal in E is simple, E is the direct sum of simple submodules pairwise orthogonal. Finally B is a semisimple algebra, since it admits a semisimple and faithful module E whose contramodule is of finite type (chap. VIII, § 5, No. 1, prop. 3).
Corollary 2
The assumptions and notations being those of cor. 1, suppose in addition that the algebra B is commutative. Then all its elements are semisimple (normal) endomorphisms of E. When A = K (resp. A = K(i)), E is the direct sum of simple B-submodules pairwise orthogonal, which are vector spaces of dimension 1 or 2 (resp. 1) over A.
The first assertion follows from chap. VIII, § 9, No. 1, prop. 2, since B is semisimple. On the other hand every simple B-module is isomorphic to a B-module of the form B/m, where m is a maximal ideal of B, hence to a commutative field L of finite degree over A; when A = K (resp. A = K(i)), the field L is necessarily isomorphic to K or K(i) (resp. K(i)), since K(i) is algebraically closed (chap. VI, § 2, No. 6, th. 3).
Proposition 4
Let u be a normal endomorphism of E. When A is equal to K(i) or to the quaternion field over K, there exists an orthonormal basis (for Φ) of E formed by eigenvectors of u. When A = K, u is semisimple and E is direct sum of stable subspaces for u, pairwise orthogonal, and of dimension 1 or 2.
First examine the case where A is commutative (A = K or A = K(i)). Then the subalgebra B = A[u, u*] of is commutative since u is normal; it is stable under the mapping by virtue of formulas (32) and (33) of § 1, No. 8. The assertion concerning the case A = K then follows immediately from cor. 2 of th. 2. When A = K(i), this corollary also shows that E is direct sum of vector subspaces () of dimension 1, pairwise orthogonal and stable for u; if one puts , is the orthonormal basis sought.
When A is the quaternion field over K, it will suffice similarly to prove, by virtue of th. 2, that every minimal element of the set of subspaces of E stable for u and is of dimension 1. Now such a subspace V necessarily contains an eigenvector of u (*), as is seen by observing that the quaternion field A contains K(i) as an algebraically closed subfield, and by restricting to K(i) the field of
(*) If E is a left vector space over a noncommutative field A, and u an endomorphism of E, one still says that a vector of E is an eigenvector for u if there exists such that ; the scalar a is then called an eigenvalue of u. One will note that, for every in A, the vector is an eigenvector for u, and that the corresponding eigenvalue is .
scalars of V. It remains therefore only to show that the eigenvector x of u is also an eigenvector of u*. Put (); one then has since belongs to the center of A, and on the other hand ; it follows that one has , and one can therefore write , where z is a vector orthogonal to x. One therefore has
Now, since u is normal, one has
Consequently one has , which, by assumption, entails and . QED.
Remark
It follows from th. 2 that the eigenspaces relative to two distinct eigenvalues of u are orthogonal.
Proposition 5
Let u be a hermitian endomorphism of E. The eigenvalues of u belong to K, and there exists an orthonormal basis of E formed of eigenvectors of u.
When A is equal to K(i) or to the quaternion field over K, it suffices, by virtue of prop. 4, to prove the first assertion; now, if x is an eigenvector of u and a the corresponding eigenvalue, one has, by virtue of the assumption ,
as is a nonzero element of the center of A, it follows that , hence . Consequently a hermitian matrix has all its eigenvalues in K. Suppose now that A is equal to K. The matrix M of u with respect to an orthonormal basis of E is then symmetric; it is therefore a hermitian matrix if one considers it as a matrix over K(i). The first part of the proof then shows that this matrix has all its eigenvalues in K, and admits therefore, if , nonzero eigenvectors in E. It follows that every stable subspace for u and minimal is necessarily of dimension 1, and the conclusion follows immediately, as in prop. 4.
Proposition 6
a) Let be a hermitian form (resp. symmetric bilinear form if or ) on . There exists a basis of which is orthonormal for and orthogonal for .
b) Suppose or , and let be an alternating bilinear form on . There exists a basis of which is orthonormal for and with respect to which the matrix of is of the form
where the are in K.
When is hermitian, our assertion follows at once from Prop. 5 and the canonical correspondence between hermitian forms on and hermitian endomorphisms for . In the two other cases, let be the semilinear mapping of into itself defined at the beginning of this No. by the formula . Then is an -linear mapping; when is symmetric (resp. alternating), one has (resp. ), hence is hermitian; whence also
this shows that the hermitian form is positive (resp. negative). Apply then Theorem 2, and let be a minimal element of the family of the subspaces of stable for and for . Since is a hermitian endomorphism, contains a proper vector of ; put , where (Prop. 5).
When is symmetric, the inequality shows that one has . Put ; one has , and is stable for and . If , is stable for and ; in all cases, is a subspace of dimension 1, and our conclusion follows at once from Theorem 2.
When is alternating, one has ; put
One has and
If , we have and , hence is stable under and , is of dimension 1, and the matrix of the restriction of to is zero since is alternating. Otherwise, and are both , they generate , and since they are orthogonal, is of dimension 2 and the matrix of the restriction of to is of the form . Finally, by virtue of the formula , we have when and belong to two subspaces stable under and orthogonal for . This proves the existence of an orthonormal basis of (for ) with respect to which the matrix of has the indicated form. Q.E.D.
Exercises. — 1) Suppose that the hypotheses at the beginning of § 7 are satisfied; let be a positive Hermitian form on .
a) In order that , it is necessary and sufficient that and be linearly dependent or that the plane generated by and be isotropic.
b) Suppose that, for every , is a square in . Now prove that for any two vectors of , we have
If is non-degenerate, the two members of this inequality can be equal only if , where and are two elements of , not both zero and such that .
2) Suppose or . Let be a Hermitian square matrix of order over , such that for every nonempty subset of , we have (notations of Proposition 3 of No. 1).
a) Let be an element of ; now prove that the matrix is positive non-degenerate (use Proposition 3 of No. 1, reasoning by induction on ).
b) Deduce that the Hermitian matrix is positive.
Remark 3
One assumes that or and that is finite-dimensional. Let be two positive hermitian forms on , and let be the matrices of these forms with respect to the same basis of . Show that the hermitian form whose matrix with respect to is such that for every pair of indices, is positive; moreover, if and are non-degenerate, the same is true of . (In the calculation of , express the in terms of the values for an orthogonal basis of relative to .)
Remark 4
One assumes that or . Let be a hermitian matrix of order over ; one says that has signature if the hermitian form on having as matrix with respect to the canonical basis, has signature . Let denote the principal minor of obtained by deleting in the rows and columns of index ; one assumes that and that, for no index , and are simultaneously zero (cf. § 6, exerc. 1 b)). Show that if for some , and have opposite signs (method of exerc. 1 a) of § 6) and that the number is equal to
(use exerc. 2 of § 6).
Remark 5
One assumes that or ; let be two hermitian matrices over , of signatures and respectively (exerc. 4); show that the matrix is a hermitian matrix of signature .
Remark 6
Let be a maximal ordered field, a simple algebra of finite rank over . If is the signature of the symmetric bilinear form on , now prove that one has: if is isomorphic to a matrix algebra of order over ; if is isomorphic to a matrix algebra over the field ; if is isomorphic to a matrix algebra of order over the quaternion field over .
Remark 7
We suppose that satisfies the conditions at the beginning of § 7 and that is of finite dimension . Let be a non-degenerate positive hermitian form on . a) Now prove that every similitude for can be written in one and only one way as the product of a homothety of ratio in , and of a unitary transformation. b) For every basis of , show that there exists one and only one orthonormal basis of satisfying the following conditions: 1° for every such that , the subspace generated by is identical with the subspace generated by ; 2° one has in , for every index (cf. § 6, no 1, prop. 1). c) Deduce from b) that for every invertible square matrix of order over , there exists one and only one pair of matrices of order , such that is a unitary matrix, that has only zeros below its diagonal and diagonal terms belonging to and , and finally that .
Remark 8
On suppose ; soit un espace hermitien de dimension finie sur , dont la forme métrique est positive non dégénérée. Soient deux parties de , une bijection de sur telle que l’on ait quels que soient les points de . Montrer qu’il existe un déplacement dont la restriction à soit égale à (raisonner par récurrence sur la dimension de la variété linéaire affine engendrée par , comme dans le procédé d’orthogonalisation de Gram-Schmidt). La proposition s’étend-elle au cas où A est égal à K(i) ou au corps des quaternions sur K ?
Remark 9
On suppose remplies les conditions du n° 3, et en outre que A est le corps des quaternions sur K. Soit u un endomorphisme normal de E. Montrer que E est somme directe de sous-espaces F_k (1 \leq k \leq r), deux à deux orthogonaux, tels que dans chacun des F_k il existe une base orthonormale (e_{ik}) (1 \leq i \leq n_k) et que l’on ait u(e_{ik}) = \lambda_k e_{ik} pour 1 \leq i \leq n_k, deux \lambda_k d’indices distincts n’étant pas transformés l’un de l’autre par un automorphisme intérieur de A. En outre, si (F'_k) est une seconde décomposition de E ayant les mêmes propriétés, avec un système (\lambda'_k) de valeurs propres, on a F'_k = F_k (à une permutation près des indices) et \lambda'_k = \alpha_k \lambda_k \alpha_k^{-1}; l’ensemble des vecteurs propres de u pour la valeur propre \lambda_k est le sous-espace sur le commutant A_k de \lambda_k dans A, engendré par les e_{ik} (1 \leq i \leq n_k).
Remark 10
On suppose remplies les conditions du n° 3, et en outre que A est égal à K(i) ou au corps des quaternions sur K. Soit u un endomorphisme normal de E.
a) Montrer que pour qu’un sous-espace vectoriel F de E soit tel que u(F) \subset F, il faut et il suffit que F soit engendré par des vecteurs propres de u ; on a alors u(F^0) \subset F^0 et u^*(F) \subset F.
b) Pour que u soit unitaire (resp. pour que u^* = u, u^* = -u), il faut et il suffit que pour toute valeur propre \lambda de u, on ait \lambda \overline{\lambda} = 1 (resp. \overline{\lambda} = \lambda, \overline{\lambda} = -\lambda).
c) On dit qu’un endomorphisme hermitien u de E est positif (resp. positif et non dégénéré) si la forme hermitienne (x, y) \to \Phi(u(x), y) qui lui correspond canoniquement est positive (resp. positive et non dégénérée) ; il faut et il suffit pour cela que toutes les valeurs propres de u soient \geq 0 (resp. > 0).
d) Montrer que pour tout entier m > 0, il existe un endomorphisme normal v de E tel que v^m = u. Si u est hermitien positif, il existe un seul endomorphisme hermitien positif v tel que v^m = u, et il existe un polynôme f \in K[X] tel que v = f(u) ; ce dernier résultat est aussi valable lorsque A = K.
Remark 11
On suppose remplies les conditions du n° 3, et en outre que A = K. Soit u un endomorphisme normal de E.
a) Soit V un élément minimal de l’ensemble des sous-espaces de E non réduits à 0, stables pour u et u* ; montrer que si V est de dimension 2, la restriction de u à V est une similitude directe de multiplicateur > 0.
b) Montrer que tout sous-espace de E stable pour u est aussi stable pour u*. (Soit E_0 l’espace vectoriel obtenu à partir de E par extension à K(i) du corps des scalaires ; \Phi est la restriction à E d’une forme hermitienne positive non dégénérée sur E_0 et u la restriction à E d’un endomorphisme normal u_0 de E_0 (pour cette forme) ; en outre E est l’ensemble des x \in E_0 invariants par une bijection semi-linéaire involutive j de E_0, et on a u_0j = ju_0. Appliquer alors l’exerc. 10 a.).
Remark 12
On suppose remplies les conditions du n° 3, et en outre que A est égal à K(i) ou au corps des quaternions sur K. Montrer que pour tout endomorphisme de , il existe une base orthonormale de par rapport à laquelle la matrice de n’ait que des zéros au-dessous de la diagonale. (Procéder par récurrence sur la dimension de , en considérant un vecteur propre de .)
Remark 13
Soient un corps vérifiant les conditions du début du § 7, deux espaces vectoriels de dimension finie sur , (resp. ) une forme hermitienne positive non dégénérée sur (resp. ). Montrer que, pour toute application linéaire de dans , l’adjoint de (pour et ; cf. § 1, no 8) est tel que et soient des endomorphismes hermitiens positifs (exerc. 10 c)) de et respectivement.
Remark 14
On suppose remplies les conditions du no 3. Soient un endomorphisme de , les deux endomorphismes hermitiens positifs de , tels que l’on ait (exerc. 13 et 10 d)).
a) Montrer qu’il existe un endomorphisme unitaire tel que et en particulier que et sont semblables (remarquer que et que si est le sous-espace orthogonal à , on a pour tout . Pour que soit déterminé de façon unique, il faut et il suffit que soit bijective. Pour qu’on puisse prendre permutable avec , il faut et il suffit que soit normal.
b) Deduce from a) that every square matrix of order over can be written , where and are unitary matrices and a diagonal matrix whose elements are , and whose squares are the eigenvalues of .
Remark 15
Suppose that the conditions of No. 3 are satisfied. Show that every positive Hermitian matrix over can be written in the form , where has only zeros below its diagonal and diagonal terms belonging to and ; moreover is uniquely determined by these conditions when is invertible (cf. exerc. 10 d) and 7 c)).
Remark 16
Suppose that the conditions of No. 3 are satisfied and in addition that . Let be an endomorphism of .
a) The set of eigenvalues of is contained in the set of the values of when runs through the set of elements of such that .
b) A subset of is said to be convex if, for every pair of elements and every such that one has . Show that the set is convex. (Reduce to the case where ; by writing in the form , where and are hermitian, and by replacing if necessary by , where and , show that everything reduces to proving the following property. Let , (), (); let be such that , , , ; there then exists such that , and . One will begin by observing that for every pair , there exists such that and , which will make it possible to reduce to the case where ; use prop. 5 of Chap. VI, § 2, No. 5.)
c) Show that if is normal, is the smallest convex set containing all the eigenvalues of . Give an example where is not normal but where still has the preceding property. (Take as eigenvalues of the elements as simple eigenvalues, and 0 as a double eigenvalue.)
Remark 17
Suppose the conditions of No. 3 are satisfied; for every , denote by the element of K such that (absolute value of ). For every square matrix over A, put , , and denote by the largest absolute value of the eigenvalues of (one will show that this definition has a meaning when A is the field of quaternions over K).
a) Let be three square matrices of order over A. Show that if is diagonal, one has
Show that inequality (3) no longer necessarily holds when is replaced there by (observe that one may have ), or when is replaced by for (take all the equal to the square matrix whose all elements are 1).
b) Let be a normal endomorphism of E; if is an eigenvalue of (element of when ), is an eigenvalue of . For every normal matrix (matrix of a normal endomorphism of E with respect to an orthonormal basis), one therefore has . Deduce that one also has , and more generally, if are normal,
c) Show that if is a positive hermitian matrix over A, one has (use (3) and b), by writing .
Remark 18
The conditions of No. 3 are assumed to be satisfied.
a) For every endomorphism of , let be an orthonormal basis of formed by eigenvectors of , and let be the eigenvalue of corresponding to the vector ; put (square root of when is commutative); one has . If are two endomorphisms of , their matrices with respect to the same orthonormal basis of , show that for the matrix , with elements in , one has (observe that is positive hermitian for every ); deduce that . If in addition is commutative, one has
(write as a product by using Ex. 14 b)).
b) Suppose in addition that is commutative (thus equal to or ). If are two square matrices hermitian positive, now prove that one has (reduce to the case where is a diagonal matrix). Deduce that one has (notations of Exercise 17)
Conclude from these inequalities that for two arbitrary endomorphisms of , one has then .
c) Assuming still that is commutative, let be the decomposition into linear factors of the characteristic polynomial of an arbitrary endomorphism of ; now prove that one has and that, for the two members of this inequality to be equal, it is necessary and sufficient that be normal (use Exercise 12).
Remark 19
Suppose that the conditions of No. 3 are satisfied. Let be a square matrix of order over ; now prove that for every square submatrix of (obtained by deleting in a certain number of rows and the columns having the same indices as these rows), one has (notations of Exercise 17) (apply suitably formula (4) of Exercise 17). If in particular is a normal matrix, (cf. Exercise 17 b)).
Remark 20
Suppose that the conditions of No. 3 are satisfied and in addition that is equal to or to . Apply the results of Exercises 17 to 19 to the extension of to the -th exterior powers (§ 1, No. 9) and to the -th exterior powers of the endomorphisms or matrices considered. In particular, now prove that, if and are the decompositions into linear factors of the characteristic polynomials of an endomorphism of and of the endomorphism , and if one supposes and for , one has
Remark 21
Suppose that the conditions of No. 3 are satisfied. Let be a hermitian endomorphism of and let be the decomposition into linear factors of its characteristic polynomial; suppose for .
a) Now prove that the greatest (resp. the least) of the eigenvalues in is equal to the greatest (resp. the least) of the values of when ranges over the set of the such that . (Reason directly, or apply Exercise 16 c) by reducing to the case where (, Exercise 4).)
b) Let be the restriction to a vector subspace of of the hermitian form associated with , and let be the hermitian endomorphism of associated with . Now prove that is the smallest of the largest eigenvalues of the , when runs through the set of vector subspaces of of dimension (use prop. 5).
Remark 22
Suppose that the conditions of No. 3 are fulfilled, and in addition that is equal to or to the field of quaternions over . Let be two normal endomorphisms of ; let (resp. ) be the decomposition of into a direct sum of pairwise orthogonal subspaces, such that in (resp. ) there is an orthonormal basis formed of eigenvectors of (resp. ) for the same eigenvalue (resp. ), and that and (resp. and ) are not transformed into one another by an inner automorphism of if (resp. ) (cf. prop. 4 and exerc. 9). In order that an endomorphism of be such that , it is necessary and sufficient that for every (), be contained in one of the and that the image by of every eigenvector of corresponding to the eigenvalue be an eigenvector of corresponding to the eigenvalue (which in particular implies that and are transformed into one another by an inner automorphism of ). Deduce that if this is so, then .
Remark 23
Suppose that the conditions of No. 3 are fulfilled. Let and be two endomorphisms of .
a) Suppose that and are normal. In order that be normal, it is necessary and sufficient that and be commutable. (To see that the condition is necessary, use the relation and exerc. 22; to see that it is sufficient, use exerc. 14 a) and 10 d).)
b) Suppose that and are normal; let be the greatest eigenvalue of , and let be the subspace of formed by the eigenvectors of corresponding to the eigenvalue . Now prove that . (Remark that for every normal endomorphism and every , one has
Reduce to the case where A is equal to K(i) or to the quaternion field over K; F then admits a basis formed by eigenvectors for u (and u*); remark that for such a vector z, one has . Deduce that νu is normal (reason by induction on the number of distinct eigenvalues of ). If h (resp. ) is the positive hermitian endomorphism such that (resp. ) and if one sets , where and are unitary, h permutable with and with (exerc. 14 a)), prove that the pairs and are permutable; converse. Deduce that and are then normal ( and arbitrary integers ).
Remark 24
Suppose that the conditions of No. 3 are fulfilled. Let be a group of automorphisms of E such that every is normal. Now prove that there exists a decomposition of E into direct sum of subspaces () pairwise orthogonal, such that the restriction to of every is of the form , where is an element of K and where is a unitary endomorphism of (decompose each in the form , where is unitary, h positive hermitian and (exerc. 14 a)); use exerc. 23 b) and apply cor. 2 of th. 2 to the algebra generated by the hermitian endomorphisms h corresponding to the . Deduce that if is finite, the elements are unitary.
Remark 25
Suppose that (maximal ordered field). Let L be an euclidean space of dimension over A, whose metric form is positive non-degenerate.
Let S be a non-degenerate affine quadric in L (§ 6, exerc. 25). If S admits a center and if one takes for origin in L, now prove that there exists an orthonormal basis for L such that, with respect to this basis, S has for equation . Moreover, if two orthonormal bases have this property, the elements corresponding to them are the same up to order.
If S has no center, show that there exists a point of S and (taking as origin) an orthonormal basis for L such that, with respect to this basis, S has the equation . (If is the projective quadric such that , determine by the condition that the line passing through and be perpendicular to the tangent hyperplane to S at the point , where c is the (at infinity) pole with respect to of the hyperplane at infinity ).
Remark 26
a) Let K be a commutative field, S a subset of K such that K is a maximal S-orderable field (chap. VI, § 2, exerc. 8). Let be a polynomial of , L its field of roots. Show that if, for every (total) order structure on K compatible with its ring structure, L admits a structure of an ordered extension of K, then necessarily . (Argue by contradiction: proceeding as in exerc. 8 e) of chap. VI, § 2, reduce to the case where one would have . Conclude by observing that if is not a square, there exists a total order structure on K, compatible with its ring structure, for which (cf. chap. VI, § 2, no. 3, lemma of th. 1)).
b) Extend the results of No. 3 (with the exception of prop. 6) to the case where K is a maximal S-orderable field (). (Begin by proving the analogue of prop. 5, using a). Establish next the analogue of cor. 2 of th. 2 for the case where the commutative algebra B consists of hermitian endomorphisms, using prop. 10 of chap. VIII, § 9, no. 4. Pass to the case of a normal endomorphism u for A = K(i), observing that one can then write , where v and w are hermitian and permutable. Finally, if A is the field of quaternions over K, E0 the space E considered as a vector space of dimension 2n over K(i), and if one sets , where and take their values in K(i), observe that if u is normal for , it is also normal for .)
Remark 27
Let K be a maximal ordered field, E a vector space of dimension n over K, a non-degenerate symmetric bilinear form on E, of signature (s, t) distinct from (n, 0) and from (0, n). Let be an orthogonal basis for , such that for , for . For every orthogonal transform , let
be the matrix of u with respect to , written in the form of a square tableau of matrices corresponding to the partition of into and .
a) Prove the relations
b) Let R be a matrix over K with t rows and s columns, such that is the matrix of a positive non-degenerate hermitian form (on ). Show that does not change sign for in K (show, using a), that is the matrix of a positive non-degenerate symmetric form).
c) Put ; show that, for any two elements of the orthogonal group , one has (use a) and b)). Deduce that the commutator group of the special orthogonal group is distinct from (cf. § 10, exerc. 9).