On the "Favard theorem" and its extensions
Abstract
In this paper we present a survey on the "Favard theorem" and its extensions.
Full text
On the \Favard theorem" and its extensions 1 Franiso Marellan a ; 2 and Renato Alvarez-No darse b ; 3 a Departamento de Matematias. Universidad Carlos III de Madrid. Ave. de la Universidad 30, E-28911 Leganes, Madrid, SPAIN b Departamento de Analisis Matematio, Universidad de Sevil la, Apdo. 1160, E-41080 Sevil la, and Instituto Carlos I de Fsia Teoria y Computaional, Universidad de Granada, E-18071, Granada, SPAIN Abstrat In this pap er we present a survey on the \Favard theorem" and its extensions. Key words: Favard Theorem, reurrene relations 1 Intro dution. Given a sequene f P n g 1 n =0 of moni p olynomials satisfying a ertain reurrene relation, we are interested in nding a general inner pro dut, if one exists, suh that the sequene f P n g 1 n =0 is orthogonal with resp et to it. The original \lassial" result in this diretion is due to J. Favard [10℄ even though his result seems to b e known by dierent mathematiians. The rst who obtained a similar result was Stieltjes in 1894 [23℄. In fat, from the p oint of view of J ontinued frations obtained from the ontration of an S ontinued fration with p ositive o eÆients, Stieltjes proved the existene of a p ositive linear funtional suh that the denominators of the approximants are orthogonal with resp et to it [23, x 11℄. Later on, Stone gave another approah using the sp etral resolution of a self-adjoint op erator asso iated to a Jaobi matrix [24, Th. 10.23℄. In his pap er [21, page 454℄ Shohat laims \We 1 This work has b een partially supp orted by the Europ ean pro jet INTAS-93-219- ext and by the Spanish Direion General de Ense ~nanza Sup erior (DGES) grant PB-96-0120-C03-01. 2 Phone: +34 91 624 94 42, Fax: +34 91 624 91 51. E-mail: paomaring.u3m.es 3 Phone: +34 954 55 79 97, Fax: +34 95 455 79 72. E-mail: rania.es Preprint submitted to Elsevier Preprint 8 January 2000
have b een in p ossession of this pro of for several years. Reently J. Favard published an idential pro of in the Comptes Rendus ". Also I. P. Natanson in his b o ok [17, page 167℄ said \This theorem was also disovered (indep endent of Favard) by the author (Natanson) in the year 1935 and was presented by him in a seminar led by S. N. Bernstein. He then did not publish the result sine the work of Favard app eared in the meantime". The \same" theorem was also obtained by Perron [19℄, Wintner [28℄ and Sherman [20℄, among others. The Favard's result essenially means that if a sequene of moni p olynomials f P n g 1 n =0 satises a three-term reurrene relation xP n ( x ) = P n +1 ( x ) + a n P n ( x ) + b n P n 1 ( x ) ; (1.1) with a n ; b n 2 R , b n > 0, then there exists a p ositive Borel measure suh that f P n g 1 n =0 is orthogonal with resp et to the inner pro dut h p; q i = Z R p q d: (1.2) This formulation is equivalent to the following: Given the linear op erator t : P ! P , p ( t ) ! tp ( t ), haraterize an inner pro dut suh that the op erator t is Hermitian with resp et to the inner pro dut. A rst extension of this problem is due to Chihara [5℄. If f P n g 1 n =0 satises a three-term reurrene relation like (1.1) with a n ; b n 2 C , b n 6 = 0, nd a linear funtional L dened on P , the linear spae of p olynomials with omplex o eÆients, suh that f P n g 1 n =0 is orthogonal with resp et to the general inner pro dut h p; q i = L [ pq ℄, where p; q 2 P . Notie that in the ase analyzed by Favard [10℄ the linear funtional has an integral representation L [ p ℄ = Z R p d: Favard's Theorem is an inverse problem in the sense that from information ab out p olynomials we an dedue what kind of inner pro dut indues orthogonality for suh p olynomials. The aim of this ontribution is to survey some extensions of the Favard Theorem when a sequene of moni p olynomials f P n g 1 n =0 satises reurrene relations of a dierent form than (1.1). In the rst plae, in [8℄ a similar problem is studied relating to p olynomials orthogonal with resp et to a p ositive Borel measure supp orted on the unit irle, whih satisfy a reurrene relation n ( z ) = z n 1 ( z ) + n (0) n 1 ( z ) ; j n (0) j < 1 ; (1.3) 2
where n ( z ) = z n n (1 =z ). Thus, a Favard Theorem means, in this ase, if we an identify an inner pro d- ut in P suh that f n g 1 n =0 satisfying (1.3) is the orresp onding sequene of orthogonal p olynomials. The struture of the pap er is as follows. In Setion 2 we present a survey of results surrounding the Favard Theorem when a sequene of p olynomials satises a linear relation like (1.1). In partiular, we show that the interlaing prop erty for the zeros of two onseutive p olynomials gives basi information ab out the preeding ones in the sequene of p olynomials. In Setion 3, an analogous approah is presented in the ase of the unit irle in a more general situation when j n (0) j 6 = 1. Furthermore, an integral representation for the orresp onding inner pro dut is given. The onnetion with the trigonometri moment problem is stated when we assume that the n th p olynomial n is oprime with n . In Setion 4, we present some reent results ab out a natural extension of the ab ove Favard theorems taking into aount their interpretation in terms of op erator theory. Indeed, the multipliation by t is a Hermitian op erator with resp et to (1.2) and a unitary op erator with resp et to the inner pro dut h p; q i = Z R p ( e i ) q ( e i ) d ( ) : (1.4) Thus we are interested in haraterizing inner pro duts suh that the multipliation by a xed p olynomial is a Hermitian or a unitary op erator. The onnetion with matrix orthogonal p olynomials is stated, and some examples relating to Sob olev inner pro duts are given. 2 The Favard theorem on the real line. 2.1 Preliminaries. In this subsetion we summarize some denitions and preliminary results that will b e useful throughout the work. Most of them an b e found in [5℄. Denition 2.1 Let f n g 1 n =0 be a sequene of omplex numbers (moment sequene) and L a funtional ating on the linear spae of polynomials P with omplex oeÆients. We say that L is a moment funtional assoiated with f n g 1 n =0 if L is linear, i.e., for al l polynomials 1 and 2 and any omplex 3
numbers 1 and 2 L [ 1 1 + 2 2 ℄ = 1 L [ 1 ℄ + 2 L [ 2 ℄ ; and L [ x n ℄ = n ; n = 0 ; 1 ; 2 ; ::: : Denition 2.2 Given a sequene of polynomials f P n g 1 n =0 , we say that f P n g 1 n =0 is a sequene of orthogonal polynomials (SOP) with respet to a moment fun- tional L if for al l nonnegative integers n and m the fol lowing onditions hold: (1) P n is a polynomial of exat degree n , (2) L [ P n P m ℄ = 0 ; m 6 = n , (3) L [ P 2 n ℄ 6 = 0 . Usual ly, the last two onditions are replaed by L [ x m P n ( x )℄ = K n Æ nm ; K n 6 = 0 ; 0 m n ; where Æ nm is the Kroneker symbol. The next theorems are diret onsequenes of the ab ove denition [5, Chapter I, x 2,3, pages 8-17℄. Theorem 2.1 Let L be a moment funtional and f P n g 1 n =0 a sequene of polynomials. Then the fol lowing are equivalent: (1) f P n g 1 n =0 is an SOP with respet to L . (2) L [ P n ℄ = 0 for al l polynomials of degree m<n , while L [ P n ℄ 6 = 0 if the degree of is n . (3) L [ x m P n ( x )℄ = K n Æ nm , where K n 6 = 0 , for m = 0 ; 1 ; :::; n . Theorem 2.2 Let f P n g 1 n =0 be an SOP with respet to L . Then, for every polynomial of degree n ( x ) = n X k =0 d k P k ( x ) ; where d k = L [ P k ℄ L [ P 2 k ℄ ; k = 0 ; 1 ; :::; n: (2.1) A simple onsequene of the ab ove theorem is that an SOP is uniquely determined if we imp ose an additional ondition that xes the leading o eÆient k n of the p olynomials ( P n ( x ) = k n x n + lower order terms). When k n = 1 for all n = 0 ; 1 ; 2 ; ::: the orresp onding SOP is alled a moni SOP (MSOP). If we ho ose k n = ( L [ P 2 n ℄) 1 2 , the SOP is alled an orthonormal SOP (SONP). 4
The next question whih obviously arises is the existene of an SOP. To answer this question, it is neessary to intro due the Hankel determinants n , n = 0 1 n 1 2 n +1 . . . . . . . . . . . . n n +1 2 n : Theorem 2.3 Let L be a moment funtional assoiated with the sequene of moments f n g 1 n =0 . Then, the sequene of polynomials f P n g 1 n =0 is an SOP with respet to L if and only if n 6 = 0 for al l nonnegative n . Moreover, the leading oeÆient k n of the polynomial P n is given by k n = K n n 1 n . Denition 2.3 A moment funtional L is al led positive denite if for every nonzero and nonnegative real polynomial , L [ ℄ > 0 . The following theorem haraterizes the p ositive denite funtionals in terms of the moment sequenes f n g 1 n =0 . The pro of is straightforward. Theorem 2.4 A moment funtional L is positive denite if and only if their moments are real and n > 0 for al l n 0 . Using the ab ove theorem, we an dene a p ositive denite moment funtional L entirely in terms of the determinants n . In other words, a moment fun- tional L is alled p ositive denite if all its moments are real and n > 0 for all n 0. Notie also that for a MSOP, it is equivalent to say that K n > 0 for all n 0. This, and the fat that an SOP exists if and only if n 6 = 0, leads us to dene more general moment funtionals: the so-alled quasi-denite moment funtionals. Denition 2.4 A moment funtional L is said to be quasi-denite if and only if n 6 = 0 for al l n 0 . We an write the expliit expression of the MOP in terms of the moments of the orresp onding funtional: P n ( x ) = 1 n 1 0 1 n 1 2 n +1 . . . . . . . . . . . . n 1 n 2 n 1 1 x x n ; 1 1 ; n = 0 ; 1 ; 2 ; ::: : (2.2) 5
One of the simplest harateristis of orthogonal p olynomials is the so-alled three-term reurrene relation (TTRR) that onnets every three onseutive p olynomials of the SOP. Theorem 2.5 If f P n g 1 n =0 is a MSOP with respet to a quasi-denite moment funtional, then the polynomials P n satisfy a three-term reurrene relation P n ( x ) = ( x n ) P n 1 ( x ) n P n 2 ( x ) ; n = 1 ; 2 ; 3 ; ::: ; (2.3) where f n g 1 n =0 and f n g 1 n =0 are given by n = L [ x P 2 n 1 ℄ L [ P 2 n 1 ℄ ; n 1 ; and n = L [ xP n 1 P n 2 ℄ L [ P 2 n 2 ℄ = L [ P 2 n 1 ℄ L [ P 2 n 2 ℄ ; n 2 ; respetively, and P 1 ( x ) 0 , P 0 ( x ) 1 . The pro of of the ab ove theorem is a simple onsequene of the orthogonality of the p olynomials and Theorem 2.2. A straightforward alulation shows that ( 1 = L [1℄) n +1 = K n K n 1 = n 2 n 2 n 1 ; n = 1 ; 2 ; 3 ; :::; and 1 1. From Theorem 2.4 and Denition 2.4 it follows that, if n 6 = 0, then L is quasi-denite whereas, if n > 0, then L is p ositive denite. Notie also that from the ab ove expression we an obtain the square norm K n L [ P 2 n ℄ of the p olynomial P n as K n L [ P 2 n ℄ = 1 2 n +1 : (2.4) A useful onsequene of Theorem 2.5 are the Christoel-Darb oux identities. Theorem 2.6 Let f P n g 1 n =0 be a MSOP whih satises (2.3) with n 6 = 0 for al l nonnegative n . Then n X m =0 P m ( x ) P m ( y ) K m = 1 K n P n +1 ( x ) P n ( y ) P n +1 ( y ) P n ( x ) x y ; n 0 ; (2.5) and n X m =0 P 2 m ( x ) K m = 1 K n [ P 0 n +1 ( x ) P n ( x ) P n +1 ( x ) P 0 n ( x )℄ ; n 0 : (2.6) For an arbitrary normalization (not neessarily the moni one) of the p olynomials P n , the three-term reurrene relation b eomes xP n 1 ( x ) = n P n ( x ) + n P n 1 ( x ) + n P n 2 ( x ) : (2.7) 6
In this ase, the o eÆients n and n an b e obtained omparing the o ef- ients of x n and x n 1 , resp etively, in b oth sides of (2.7) and n is given by L [ xP n 1 P n 2 ℄ L [ P 2 n 2 ℄ . This leads to n = k n 1 k n ; n = b n 1 k n 1 b n k n ; n = k n 2 k n 1 K n 1 K n 2 ; (2.8) where k n is the leading o eÆient of P n and b n denotes the o eÆient of x n 1 in P n , i.e., P n ( x ) = k n x n + b n x n 1 + . Notie also that knowing two of the o eÆients n , n , and n , one an nd the third one using (2.7) provided, for example, that P n ( x 0 ) 6 = 0 for some x 0 (usually x 0 = 0) and for all n = 1 ; 2 ; 3 ; ::: . The ab ove TTRR (2.7) an b e written in matrix form, x P n 1 = J n P n 1 + n P n ( x ) e n ; (2.9) where P n 1 = 2 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 4 P 0 ( x ) P 1 ( x ) P 2 ( x ) . . . P n 2 ( x ) P n 1 ( x ) 3 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 5 ; J n = 2 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 4 1 1 0 ::: 0 0 2 2 2 ::: 0 0 0 3 3 ::: 0 0 . . . . . . . . . . . . . . . . . . 0 0 0 : : : n 1 n 1 0 0 0 : : : n n 3 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 5 ; e n = 2 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 4 0 0 0 . . . 0 1 3 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 5 : (2.10) Denoting by f x n;j g 1 j n the zeros of the p olynomial P n , we see from (2.9) that eah x n;j is an eigenvalue of the orresp onding tridiagonal matrix of order n and [ P 0 ( x n;j ) ; :::; P n 1 ( x n;j )℄ T is the asso iated eigenvetor. From the ab ove representation many useful prop erties of zeros of orthogonal p olynomials an b e found. 2.2 The zeros of orthogonal polynomials. Denition 2.5 Let L be a moment funtional. The support of the funtional L is the largest interval ( a; b ) R where L is positive denite. The following theorem holds. Theorem 2.7 Let ( a; b ) be the support of the positive denite funtional L , and let f P n g 1 n =0 be the MSOP assoiated with L . Then, 7
(1) Al l zeros of P n are real, simple, and loated inside ( a; b ) . (2) Two onseutive polynomials P n and P n +1 have no ommon zeros. (3) Let f x n;j g n j =1 denote the zeros of the polynomial P n , with x n; 1 < x n; 2 < < x n;n . Then, x n +1 ;j < x n;j < x n +1 ;j +1 ; j = 1 ; 2 ; 3 ; :::; n : The last property is usual ly al led the interlaing prop erty . Pro of: Notie that, in the ase when the SOP is an SNOP, i.e, K n = 1 for all n , then the matrix J n is a symmetri real matrix ( J n = J T n , where J T n denotes the transp osed matrix of J n ). So its eigenvalues, and thus, the zeros of the orthogonal p olynomials are real. To prove that all zeros are simple, we an use the Christoel-Darb oux identity (2.6). Let x k b e a multiple zero of P n , i.e., P n ( x k ) = P 0 n ( x k ) = 0. Then (2.6) gives 0 < n X m =0 P 2 m ( x k ) K m = 1 K n [ P 0 n +1 ( x k ) P n ( x k ) P n +1 ( x k ) P 0 n ( x k )℄ = 0 : This ontradition proves the statement. Let f x k g p k =1 b e the zeros of P n inside ( a; b ). Then, P n ( x ) Q p k =1 ( x x k ) do es not hange sign in ( a; b ) and L [ P n ( x ) Q p k =1 ( x x k )℄ 6 = 0, so p = n , i.e., all the zeros of P n are inside ( a; b ). Thus, the statement 1 is proved. To prove 2, we use the TTRR. In fat, if x k is a zero of P n and P n +1 , then it must b e a zero of P n 1 . Continuing this pro ess by indution, we get that x k must b e a zero of P 0 ( x ) 1, whih is a ontradition. Before proving the interlaing prop erty 3 we will prove a theorem due to Cauhy [22, page 197℄. Theorem 2.8 Let B be a prinipal ( n 1) ( n 1) submatrix of a real symmetri n n matrix A , with eigenvalues 1 2 n 1 . Then, if 1 2 n are the eigenvalues of A , 1 1 2 n 1 n : Pro of: Let A b e the n n matrix A = 0 B B a a T b 1 C A ; and assume that the theorem is not true, i.e., i > i or i +1 > i (sine the matrix A is real symmetri, all its eigenvalues are real). Let i b e the rst suh index. If i > i (the other ase is similar), there exists a real numb er suh that i > > i . Then, B I n 1 , where I k denotes the identity k k matrix, 8
is nonsingular (det ( B I n 1 ) 6 = 0), and the matrix H = 0 B B I n 1 0 0 b a T ( B I n 1 ) 1 a 1 C A = 0 B I n 1 0 a T ( B I n 1 ) 1 1 1 C A 0 B B I n 1 a a T b 1 C A 0 B I ( B I n 1 ) 1 a 0 1 1 C A ; is ongruent to A I n . Then, by the inertia theorem, the matrix H has the same numb er of p ositive eigenvalues as A I n , i.e., i 1. But H has at least as many p ositive eigenvalues as B I n 1 , i.e., i . The ontradition proves the theorem. Obviously, the interlaing prop erty 3 an b e obtained as a simple orollary of the Cauhy Theorem, sine the matrix J n asso iated with the SONP is a real symmetri matrix and we an ho ose as A the matrix J n +1 whose zeros are the zeros of the p olynomial P n +1 and then, the prinipal submatrix B is the matrix J n whose eigenvalues oinide with the zeros of P n . This ompletes the pro of of Theorem 2.7. 2.3 The Favard Theorem and some appliations. In this subsetion we will prove the so-alled Favard Theorem. Theorem 2.9 Let f n g 1 n =0 and f n g 1 n =0 be two arbitrary sequenes of omplex numbers, and let f P n g 1 n =0 be a sequene of polynomials dened by the relation P n ( x )=( x n ) P n 1 ( x ) n P n 2 ( x ) ; n = 1 ; 2 ; 3 ; ::: ; (2.11) where P 1 ( x ) = 0 and P 0 ( x )=1 . Then, there exists a unique moment fun- tional L suh that L [1℄ = 1 ; L [ P n P m ℄=0 if n 6 = m: Moreover, L is quasi-denite and f P n g 1 n =0 is the orresponding MSOP if and only if n 6 = 0 , and L is positive denite if and only if n are real numbers and n > 0 for al l n = 1 ; 2 ; 3 ; ::: . Pro of: To prove the theorem, we will dene the funtional L by indution on P n , the linear subspae of p olynomials with degree at most n . We put L [1℄ = 0 = 1 ; L [ P n ℄ = 0 ; n = 1 ; 2 ; 3 ; ::: : (2.12) 9
If n ( z ) = z n + n; 1 z n 1 + + n;n 1 z + a n , we dene n = n; 1 n 1 n;n 1 1 a n 0 . Notie that this means that h 1 ( z ) ; 1 i = 0. On the other hand, for 1 k n 1, using the reurrene relation (i) D n ( z ) ; z k E = D n 1 ( z ) ; z k 1 E + a n D n 1 ( z ) ; z k E = 0 ; where the last term in the ab ove sum vanishes sine D n 1 ( z ) ; z k E = D z n k 1 ; n 1 ( z ) E : Finally, using (3.4), we have h n ( z ) ; z n i = det T n det T n 1 = (1 j n (0) j 2 ) det T n 1 det T n 2 ; and thus, b eause of the indution hyp othesis, h n ( z ) ; z n i 6 = 0. Corollary 3.1 The funtional L is positive denite if and only if j n (0) j < 1 , for n = 1 ; 2 ; ::: . 3.2 The zeros of the orthogonal polynomials. In the following we will analyze the existene of an integral representation for a moment funtional. First, we will onsider the ase of p ositive deniteness. Prop osition 3.1 [12℄ If is a zero of n ( z ) , then j j < 1 . Pro of: Let n ( z ) = ( z ) q n 1 ( z ), where q n 1 is a p olynomial of degree n 1. Then, 0 < h n ( z ) ; n ( z ) i = h ( z ) q n 1 ( z ) ; n ( z ) i = h z q n 1 ( z ) ; n ( z ) i = h z q n 1 ( z ) ; z q n 1 ( z ) q n 1 ( z ) i = h q n 1 ( z ) ; q n 1 ( z ) i h z q n 1 ( z ) ; q n 1 ( z ) i = h q n 1 ( z ) ; q n 1 ( z ) i [ h n ( z ) ; q n 1 ( z ) i + h q n 1 ( z ) ; q n 1 ( z ) i ℄ = (1 j j 2 ) h q n 1 ( z ) ; q n 1 ( z ) i ; and the result follows. Corollary 3.2 (Montaner & Alfaro [16℄) If is a zero of n ( z ) , then j j > 1 . 16
Remark: Notie that, in the quasi-denite ase, we only an guarantee that j j 6 = 1. Next, we will dene an absolutely ontinuous measure suh that the indued inner pro dut in P n agrees with the restrition to P n of our inner pro dut asso iated with the p ositive denite linear funtional. In order to do this, we need some preliminary result. Lemma 3.1 [8℄ Let n be the n th orthonormal polynomial with respet to a positive denite linear funtional. Then, 1 2 2 Z 0 k ( e i ) j ( e i ) d j n ( e i ) j 2 = Æ j;k ; 0 j k n < 1 : Pro of: Notie that 1 2 2 Z 0 n ( e i ) n ( e i ) d j n ( e i ) j 2 = 1 ; (3.5) and, for j < n , 1 2 2 Z 0 n ( e i ) j ( e i ) d j n ( e i ) j 2 = 1 2 2 Z 0 " j ( e i ) n ( e i ) # d = 1 2 2 Z 0 e i ( n j ) j ( e i ) n ( e i ) d = 1 2 i Z T z n j 1 j ( z ) n ( z ) d z = 0 ; (3.6) b eause of the analytiity of the funtion in the last integral (see Corollary 3.2). Then, n ( z ) is the n th orthonormal p olynomial with resp et to b oth, a p ositive linear funtional and the absolutely ontinuous measure d n = d j n ( e i ) j 2 . Using the bakward reurrene relation (Theorem 3.3, (ii)) for the orthonormal ase, the p olynomials f j g n 1 j =0 , whih are uniquely dened by this reurrene relation, are orthogonal with resp et to b oth, the linear funtional and the measure d n . Thus, the result follows. Remark: In [8℄, an indution argument is used in order to prove the previous 17
result. Indeed, assuming that for a xed k n , 1 2 2 Z 0 k ( e i ) j ( e i ) d j n ( e i ) j 2 = Æ j k ; 0 j k ; they proved that 1 2 2 Z 0 k 1 ( e i ) l ( e i ) d j n ( e i ) j 2 = Æ k 1 l ; 0 l k 1 : Notie that the n th orthogonal p olynomial denes in a unique way the previous ones; thus, the pro of of the seond statement (the indution) is not neessary. Of ourse, here we need not do this sine we are using the bakward reurrene relation for the orthogonal p olynomials n . Notie also that the measure d n = d j n ( e i ) j 2 denes a MSOP f n g 1 n =0 suh that m ( z ) = z m n n ( z ), for m n , where n is the moni p olynomial orresp onding to n . Moreover, the sequene of reetion o eÆients orresp onding to this MSOP f n g 1 n =0 is f 1 (0) ; :::; n (0) ; 0 ; 0 ; ::: g . Usually, in the literature of orthogonal p olynomials, this measure d n is alled a Bernstein-Szego measure (see [25℄). In Setion 2, Theorem 2.10, we proved that the interlaing prop erty for the zeros of two p olynomials P n 1 and P n of degree n 1 and n , resp etively, means that they are the ( n 1)st and n th orthogonal p olynomials of a MSOP. Indeed, the three-term reurrene relation for a MSOP plays a entral role in the pro of. In the ase of the unit irle, we have an analogous result, whih is known in the literature as the Shur-Cohn-Jury riterion [4℄. Theorem 3.5 A moni polynomial p of degree n has its n zeros inside the unit irle if and only if the family of parameters f a k g n k =0 dened by the fol lowing bakward algorithm q n ( z ) = p ( z ) ; q n (0) = a n ; q k ( z ) = q k +1 ( z ) a k +1 q k +1 ( z ) z (1 j a k +1 j 2 ) ; a k = q k (0) ; k = n 1 ; n 2 ; :::; 0 ; satises j a k j < 1 , k = 1 ; 2 ; :::; n: Pro of: Notie that the p olynomials f q k g n k =1 , q 0 = 1, satisfy a bakward re- urrene relation like the p olynomials orthogonal on the unit irle with trun- ated Shur parameters f a k g 1 k =1 . Beause f a 1 ; a 2 ; :::; a n ; 0 ; 0 ; ::: g is indued by 18
the measure d n = d j q n ( e i ) j 2 = d j p ( e i ) j 2 , up to a onstant fator, then p = q n ( z ) is the n th moni orthogonal p olynomial with resp et to the measure d n . A- ording to Prop osition 3.1 its zeros are lo ated inside the unit disk. Conversely, if the p olynomial p has its zeros inside the unit disk, then j a n j = j q n (0) j < 1. On the other hand, sine q n 1 ( z ) = q n ( z ) a n q n ( z ) z (1 j a n j 2 ) ; if is a zero of q n 1 with j j 1, then q n ( ) = a n q n ( ), and 0 < j q n ( ) j < j q n ( ) j . This means that q n ( ) q n ( ) < 1, but this is in ontradition with the fat that the zeros of q n ( z ) are inside the unit disk and thus, by the maximum mo dulus priniple, q n ( z ) q n ( z ) 1 if j z j < 1, whih is equivalent to q n ( z ) q n ( z ) 1 for j z j 1. The same pro edure applied to all 1 k n 2 leads to the result. Remark: The ab ove riterion is a very useful qualitative result in the stability theory for disrete linear systems [4℄. In fat, given the harateristi p olynomial of the matrix of a linear system, we do not need to alulate its zeros (the eigenvalues of the matrix) in order to prove that they are lo ated inside the unit disk, and then to prove the stability of the system. 3.3 The trigonometri moment problem revisited. Next, we an state our main result. Theorem 3.6 [8℄ Let f a n g 1 n =1 be a sequene of omplex numbers suh that j a n j < 1 , n = 1 ; 2 ; ::: . Let 0 ( z )=1 ; n ( z ) = z n 1 ( z ) + a n n 1 ( z ) ; n 1 : Then, there exists a unique positive and nite Borel measure supported on T suh that f n g 1 n =0 is the orresponding MSOP. In other words, the positive denite linear funtional assoiated with the reetion oeÆients f a n g 1 n =0 an be represented as L [ p ( z )℄ = 2 Z 0 p ( e i ) d ( ) : 19
Pro of: Let n ( ) = Z 0 d n ( t ) = Z 0 d t j n ( e i t ) j 2 ; where n denotes the n th orthonormal p olynomial with resp et to L . The funtion n is monotoni inreasing in [0 ; 2 ℄ and aording to Lemma 3.1, j n ( ) j 2 Z 0 d j n ( e i ) j 2 2 d 0 < + 1 8 n 2 N ; 2 [0 ; 2 ℄ : From Helly's seletion priniple (see e.g. [5℄) there exists a subsequene f n k g 1 n k =0 and a monotoni inreasing funtion suh that lim n k !1 n k ( ) = ( ). Furthermore, for every ontinuous funtion f on T , lim n k !1 1 2 2 Z 0 f ( e i ) d n k ( ) = 1 2 2 Z 0 f ( e i ) d ( ) : Finally, 1 2 2 Z 0 k ( e i ) j ( e i ) d ( ) = lim n l !1 1 2 2 Z 0 k ( e i ) j ( e i ) d n l ( ) = Æ j;k ; taking n l > max f k ; j g . To onlude the study of the p ositive denite ase, we will show an analog of Theorem 2.11 of Setion 2 in the following sense. Theorem 3.7 [1℄ Let f z n g 1 n =1 be a sequene of omplex numbers suh that j z n j < 1 . Then, there exists a unique sequene of moni polynomials n orthogonal with respet to a positive denite moment funtional suh that n ( z n ) = 0 . Pro of: Sine 1 ( z ) = z + 1 (0) = z z 1 , then 1 (0) = z 1 , and j 1 (0) j < 1. Using indution, assume that z n 1 is a zero of n 1 and j n 1 (0) j < 1. Let n ( z ) = z n 1 ( z ) + n (0) n 1 ( z ), for n > 1, and z n b e a zero of n . Then, substituting z n in the ab ove expression, we dedue z n n 1 ( z n ) = n (0) n 1 ( z n ) : But n 1 ( z n ) 6 = 0 (otherwise z n would b e a zero of n 1 , whih is a ontradition). Thus, n (0) = z n n 1 ( z n ) n 1 ( z n ) ; but then j n (0) j = j z n j n 1 ( z n ) n 1 ( z n ) < j z n j < 1 ; sine n 1 ( z n ) n 1 ( z n ) < 1 by the maximum mo dulus priniple (see the pro of of Theorem 3.5). Then, the sequene f z n g 1 n =1 denes uniquely a sequene of 20
omplex numb ers f a n g 1 n =1 , with a n = n (0), and this sequene, aording to Theorem 3.6, uniquely denes a sequene of orthogonal p olynomials f n g 1 n =0 with reetion parameters a n suh that n ( z n ) = 0. In the quasi-denite ase, as we already p ointed out after Prop osition 3.1, if n is the n th orthonormal p olynomial with resp et to a quasi-denite moment funtional L , then the p olynomials z n ( z ) and n ( z ) have no zeros in ommon. They are oprime, and by the Bezout identity [4℄, there exist p olynomials r ( z ) and s ( z ) suh that z r ( z ) n ( z ) + s ( z ) n ( z ) = 1 ; or, equivalently, if u ( z ) = z r ( z ), i.e., u (0) = 0, u ( z ) n ( z ) + s ( z ) n ( z ) = 1 : The next result is analogous to that stated in Lemma 3.1. Theorem 3.8 [3℄ There exists a unique real trigonometri polynomial f ( ) of degree at most n , suh that 1 2 2 Z 0 n ( e i ) e ik f ( ) d = 0 ; 0 k n 1 ; (3.7) 1 2 2 Z 0 n ( e i ) 2 f ( ) d = 1 ; (3.8) if and only if there exist u; v 2 P n , with u (0) = 0 , suh that u ( z ) n ( z ) + v ( z ) n ( z )=1 . Furthermore, f ( ) = j u ( e i ) j 2 j v ( e i ) j 2 : Pro of: If f satises (3.7) and (3.8), onsider the funtion g ( ) = f ( ) n ( e i ), whih is a trigonometri p olynomial of degree at most 2 n . The onditions mean that the Fourier o eÆients ^ g ( k ) of g ( ) are ^ g ( j ) = 0, j = 0 ; 1 ; :::; n 1, and ^ g ( n ) n (0) = 1. Then, there exist p olynomials u; v 2 P n , suh that u (0) = 0, v (0)) n (0) = 1 and g ( ) = e in v ( e i ) u ( e i ). In fat, u ( z ) = n X j =1 ^ g ( j ) z j and v ( z ) = n X j =0 ^ g ( j + n ) z j : Now we intro due the trigonometri p olynomial of degree at most 3 n , h ( ) = n ( e i ) f ( ) n ( e i ). Notie that h ( ) = n ( e i ) v ( e i ) u ( e i ) n ( e i ) ; 21
and h is a real-valued funtion. Then, n ( e i ) v ( e i ) u ( e i ) n ( e i ) = n ( e i ) v ( e i ) u ( e i ) n ( e i ) ; or, equivalently, s ( ) = u ( e i ) n ( e i ) + v ( e i ) n ( e i ) 2 R : This means that the algebrai p olynomial of degree at most 2 n , q ( z ) = u ( z ) n ( z ) + v ( z ) n ( z ) ; is real-valued on the unit irle, and thus ^ q ( j ) = ^ q ( j ) = 0, i.e., q ( z ) = q (0) = u (0) n (0) + v (0) n (0) = 1 : This yields our result. Conversely, assume there exist p olynomials u; v 2 P n with u (0) = 0, suh that u ( z ) n ( z ) + v ( z ) n ( z )=1 : (3.9) Let f ( ) = v ( e i ) v ( e i ) u ( e i ) u ( e i ), a trigonometri p olynomial of degree at most n . We will prove that the orthogonality onditions (3.7) and (3.8) hold. Indeed, let g ( ) = f ( ) n ( e i ). Taking into aount (3.9), we have u ( e i ) n ( e i )+ v ( e i ) e in n ( e i ) = 1 ; i.e. ; e in = u ( e i ) n ( e i )+ v ( e i ) n ( e i ) : Then, using (3.9) as well as the last expression, we obtain g ( ) = n ( e i ) h v ( e i ) v ( e i ) u ( e i ) u ( e i ) i = e in v ( e i ) u ( e i ) ; (3.10) whih yields our orthogonality onditions ^ g ( j ) = 0 ; j = 0 ; 1 ; :::; n 1 ; and ^ g ( n ) n (0) = 1 : In order to prove uniqueness of f , notie that if u; v 2 P n , satisfy (3.9) together with u (0) = 0, then f ( ) = u ( e i ) n ( e i ) f ( ) + v ( e i ) n ( e i ) f ( ). By (3.10), we get f ( ) n ( e i ) = e in v ( e i ) u ( e i ) ; and f ( ) n ( e i ) = v ( e i ) e in u ( e i ) : Thus, f ( ) = j v ( e i ) j 2 j u ( e i ) j 2 . The uniqueness of f follows from the uniqueness of u; v . 22
To onlude this setion, we will show with two simple examples how to nd the funtion f expliitly. Example 3.1 Let 3 ( z )=2 z 3 + 1. Notie that b eause the zeros are inside the unit irle, we are in a p ositive denite ase. Moreover, 3 ( z ) = z 3 + 2. Using the Eulidean algorithm for z 3 ( z ) and 3 ( z ), we nd 2 z 4 + z = 2 z ( z 3 + 2) 3 z ; and z 3 + 2 = 3 z ( 1 3 z 2 ) + 2 : Thus, 1 6 z 2 (2 z 4 + z )+( z 3 + 2)( 1 2 1 3 z 3 ) = 1 ; and u ( z ) = 1 6 z 3 ; v ( z ) = 1 2 1 3 z 3 : Then f ( ) = 1 2 1 3 e 3 i 2 1 36 = 1 3 (1 os 3 ) = 1 6 e 3 i 1 2 0 : Example 3.2 Let 3 ( z ) = z ( z 2 + 4). Notie that now there are two zeros outside the unit irle. In this ase, 3 ( z )=4 z 2 + 1. An analogous pro edure leads to z 3 ( z ) = z 4 + 4 z 2 = 1 4 z 2 (4 z 2 + 1) + 15 4 z 2 ; 3 ( z ) = 16 15 ( 15 4 z 2 )+1 : Thus 16 15 z 2 ( z 2 +4)+( 4 15 z 2 + 1)(4 z 2 + 1) = 1 ; u ( z ) = 16 15 z 2 ; v ( z ) = 4 15 z 2 + 1 ; so f ( ) = 4 15 e 2 i 1 2 256 225 = 1 15 (1 + 8 os 2 ) ; whih gives rise to a nonp ositive ase, i.e., to a signed measure on [ ; ℄. 4 The Favard Theorem for nonstandard inner pro duts. To onlude this work, we will survey some very reent results onerning the Favard theorem for Sob olev-typ e orthogonal p olynomials. First of all, we want to p oint out that the Favard Theorem on the real line an b e b e onsidered in a funtional-analyti framework as follows. Theorem 4.1 (Duran [6℄) Let P be the linear spae of real polynomials and B an inner produt on P . Then, the fol lowing onditions are equivalent: (1) The multipliation operator t , i.e., the operator t : P ! P , p ( t ) ! t p ( t ) , is Hermitian for B , that is, B ( t f ; g ) = B ( f ; t g ) for every polynomial f , g . 23
(2) There exists a nondisrete positive measure suh that B ( f ; g ) = R f ( t ) g ( t ) d ( t ) . (3) For any set of orthonormal polynomials ( q n ) with respet to B the fol lowing three-term reurrene holds: tq n ( t ) = a n +1 q n +1 ( t ) + b n q n ( t ) + a n q n 1 ( t ) ; n 0 ; (4.1) with q 1 ( t )=0 , q 0 ( t )=1 and f a n g 1 n =0 , f b n g 1 n =0 real sequenes suh that a n > 0 for al l n . Notie that from the three-term reurrene relation (4.1) we get t 2 q n ( x ) = a n +2 a n +1 q n +2 ( t )+( b n +1 a n +1 + b n a n +1 ) q n +1 ( t ) +( a 2 n +1 + a 2 n + b 2 n ) q n ( t )+( a n b n + a n b n 1 ) q n 1 ( t ) + a n a n 1 q n 2 ( t ) ; i.e., the sequene f q n g 1 n =0 satises a ve-term reurrene relation, whih is a simple onsequene of the symmetry of the op erator t 2 t t . Here we are interested in the onverse problem, whih is a natural extension of the Favard Theorem: To haraterize the real symmetri bilinear forms suh that the op erator t 2 is a Hermitian op erator. A nonstandard example of suh an inner pro duts is B ( f ; g ) = Z f ( t ) g ( t ) d ( t ) + M f 0 (0) g 0 (0) ; f ; g 2 P ; for whih t 2 is Hermitian, i.e., B ( t 2 f ; g ) = B ( f ; t 2 g ). Theorem 4.2 Let B be a real symmetri bilinear form on the linear spae P . Then the fol lowing onditions are equivalent: (1) The operator t 2 is Hermitian for B , that is, B ( t 2 f ; g ) = B ( f ; t 2 g ) for every polynomial f , g . (2) There exist two funtions and suh that B ( f ; g ) = Z f ( t ) g ( t ) d ( t ) + 4 Z f 0 ( t ) g 0 ( t ) d ( t ) ; (4.2) where f 0 and g 0 denote the odd omponents of f and g , respetively, i.e., f 0 ( t ) = f ( t ) f ( t ) 2 ; g 0 ( t ) = g ( t ) g ( t ) 2 : Moreover, if we put n = R t n d ( t ) and n = 4 R t n d ( t ) , then the matrix a n;k = 8 > < > : n + k if n or k are even ; n + k + n + k otherwise ; 24
is positive denite if and only if B is an inner produt. In this ase the set of orthonormal polynomials with respet to an inner produt of the form (4.2) satises a ve-term reurrene relation t 2 q n ( x ) = A n +2 q n +2 ( t ) + B n +1 q n +1 ( t ) + C n q n ( t ) + B n q n 1 ( t ) + A n q n 2 ( t ) ; n 0 ; (4.3) where f A n g 1 n =0 , f B n g 1 n =0 , and f C n g 1 n =0 are real sequenes suh that A n 6 = 0 for al l n . Also we get a generalization of the Favard Theorem. Theorem 4.3 Let f q n g 1 n =0 be a set of polynomials satisfying the initial onditions q 1 ( t ) = q 2 ( t )=0 , q 0 ( t )=1 and the ve-term reurrene relation (4.3). Then, there exist two funtions and suh that the bilinear form (4.2) is an inner produt and the polynomials f q n g 1 n =0 are orthonormal with respet to B . Remark: The ab ove theorem do es not guarantee the p ositivity of the measures and . In fat in [6℄ some examples of inner pro duts of typ e (4.2) where b oth measures annot b e hosen to b e p ositive, or is p ositive and annot b e hosen to b e p ositive, are shown. All the previous results an b e extended to real symmetri bilinear forms suh that the op erator \multipliation by h ( t )", where h is a xed p olynomial, is Hermitian for B , i.e., B ( h f ; g ) = B ( f ; h g ). The basi idea onsists in the hoie of an adequate basis of P whih is asso iated with the p olynomial h . Assume that deg h = N , and let E h = span[1 ; h; h 2 ; ::: ℄; then P = E h t E h t N 1 E h : If k denotes the pro jetor op erator in t k E h , then k ( p ) = t k q [ h ( t )℄. We introdue a new op erator ~ k : P ! P , p ! q , where q denotes a p olynomial suh that k ( p ) = t k q [ h ( t )℄. Then we obtain the following extension of Theorem 4.2: Theorem 4.4 Let B be a real symmetri bilinear form in P . Then the fol lowing statements are equivalent: (1) The operator \multipliation by h " is Hermitian for B , i.e., B ( h f ; g ) = B ( f ; h g ) for every polynomial f , g , where h is a polynomial of degree N . 25