On Freud-Sobolev type orthogonal polynomials
Luis E. Garza, Edmundo J. Huertas, Francisco Marcell\'an

TL;DR
This paper studies Freud-Sobolev orthogonal polynomials, deriving connection formulas, recurrence relations, analyzing zeros and asymptotics, and providing an electrostatic interpretation of their properties.
Contribution
It introduces new Freud-Sobolev orthogonal polynomials, establishes their connection to Freud polynomials, and explores their zeros, asymptotics, and electrostatic models.
Findings
Derived connection formulas with Freud polynomials
Established a five-term recurrence relation
Analyzed zeros and asymptotic behavior
Abstract
In this contribution we deal with sequences of monic polynomials orthogonal with respect to the Freud Sobolev-type inner product \begin{equation*} \left\langle p,q\right\rangle _{s}=\int_{\mathbb{R}}p(x)q(x)e^{-x^{4}}dx+M_{0}p(0)q(0)+M_{1}p^{\prime }(0)q^{\prime }(0), \end{equation*}% where are polynomials, and are nonnegative real numbers. Connection formulas between these polynomials and Freud polynomials are deduced and, as a consequence, a five term recurrence relation for such polynomials is obtained. The location of their zeros as well as their asymptotic behavior is studied. Finally, an electrostatic interpretation of them in terms of a logarithmic interaction in the presence of an external field is given.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
On Freud-Sobolev type orthogonal polynomials
Luis E. Garza1, Edmundo J. Huertas2,†, and Francisco Marcellán3
1Facultad de Ciencias, Universidad de Colima,
Bernal Díaz del Castillo, No. 340, C.P. 28045 Colima, México.
[email protected], [email protected]
2Departamento de Ingeniería Civil: Hidráulica y Ordenación del Territorio,
E.T.S. de Ingeniería Civil, Universidad Politécnica de Madrid,
C/ Alfonso XII, 3 y 5, 28014 Madrid, Spain.
[email protected], [email protected]
3Instituto de Ciencias Matemáticas (ICMAT) and Departamento de Matemáticas,
Universidad Carlos III de Madrid, Avenida de la Universidad 30, 28911, Leganés, Spain
[email protected] Part of this research was conducted while L.E. Garza was visiting E.J. Huertas at the Universidad de Alcalá in early 2017, under the “GINER DE LOS RIOS” research program. Both authors wish to thank the Departamento de Física y Matemáticas de la Universidad de Alcalá for its support. The work of the three authors was partially supported by Dirección General de Investigación Científica y Técnica, Ministerio de Economía y Competitividad of Spain, under grant MTM2015-65888-C4-2-P. () Corresponding author.
((March 18, 2024))
Abstract
In this contribution we deal with sequences of monic polynomials orthogonal with respect to the Freud Sobolev-type inner product
[TABLE]
where are polynomials, and are nonnegative real numbers. Connection formulas between these polynomials and Freud polynomials are deduced and, as a consequence, a five term recurrence relation for such polynomials is obtained. The location of their zeros as well as their asymptotic behavior is studied. Finally, an electrostatic interpretation of them in terms of a logarithmic interaction in the presence of an external field is given.
AMS Subject Classification: 33C45, 33C47
Key Words and Phrases: Orthogonal polynomials, Exponential weights Freud-Sobolev type orthogonal polynomials, Zeros, Interlacing, Electrostatic interpretation.
1 Introduction
Let us consider the so called Freud type inner products
[TABLE]
where is a positive, nontrivial Borel measure supported on the whole real line , and is the linear space of polynomials with real coefficients. Analytic properties of such sequences of polynomials are very well known for certain values of the external potential .
Let us introduce the following inner product in
[TABLE]
i.e., in (1).
Let be the corresponding sequence of monic orthogonal polynomials (MOPS, in short), which constitute a family of semi–classical orthogonal polynomials (see [21], [25]), because is differentiable in (the support of ), and the linear functional associated with , i.e.
[TABLE]
satisfies the distributional (or Pearson) equation (see [27])
[TABLE]
where and . Notice that, in terms of the weight function, the above relation means that
[TABLE]
In this contribution, we consider the diagonal Freud Sobolev-type inner product
[TABLE]
where
[TABLE]
is a column vector of dimension , the column vector is defined in an analogous way, and is the diagonal and positive definite matrix
[TABLE]
Thus (3) reads
[TABLE]
We will denote by the MOPS with respect to the above inner product. This is the so called diagonal case for Sobolev-type inner products, see [1]. If there are no derivatives involved therein (i.e., ), the polynomials orthogonal with respect to (4) are known as Krall–type orthogonal polynomials, and they are orthogonal with respect to a standard inner product, because the operator of multiplication by is symmetric with respect to such an inner product, i.e. , for every . On the other hand, when (3) becomes non–standard, and the corresponding polynomials are called Sobolev–type orthogonal polynomials. In this work we consider the Sobolev case, so we will refer as Freud–Sobolev type orthogonal polynomials.
We will also use a notation relative to the norm of the polynomials. If for any -th degree polynomial of a sequence of orthogonal polynomials we have , then the sequence is said to be orthonormal. In order to have uniqueness, we will always choose the leading coefficient of any orthonormal polynomial to be positive for every .
Proposition 1
Let denote the sequence of polynomials orthonormal with respect to (2). That is,
[TABLE]
where
[TABLE]
and
[TABLE]
The following structural properties hold.
Three term recurrence relation (see **[22]**). Since is an even weight function, the family is symmetric. For every ,
[TABLE]
with , , . Also, , , and
[TABLE]
We also have (see **[12]**)
[TABLE]
for the monic normalization. 2. 2.
Ratio of the leading coefficients (see **[16]**, **[23]**)
[TABLE] 3. 3.
String equation (see **[27, (2.12)]**). An important feature of these polynomials is that the recurrence coefficients in the above three term recurrence relation, satisfy the following nonlinear difference equation
[TABLE]
This is known in the literature as the string equation or Freud equation (see **[12]**, **[14, (3.2.20)]**, among others) 4. 4.
(**[22, Th. 4]**).The polynomials defined by (6) constitute a generalized Appell sequence. More precisely,
[TABLE] 5. 5.
(**[22, Th. 5]**). The polynomials satisfy
[TABLE]
and
[TABLE]
where (see **[22, eq. (14)]**)
[TABLE] 6. 6.
Strong inner asymptotics (see **[22, Th. 1]**, and **[23, eq. (8)]**). Let be the orthonormal polynomials with respect to the weight function for . Then,
[TABLE]
[TABLE]
where , uniformly for in every compact subset .
We are interested in the asymptotic properties of derivatives of the Freud polynomials which will be useful in the sequel. From [22, eqs. (16)-(17)], and (5), the following Lemma follows
Lemma 1
(see [22, Th. 6]) There exists a constant such that the following estimates hold
[TABLE]
The kernel polynomials associated with the polynomial sequence will play a key role in order to prove some of the results of the manuscript. In the remaining of this section, we analyze them in detail. The -th degree reproducing kernel associated with is
[TABLE]
For , the Christoffel-Darboux formula reads
[TABLE]
and its confluent expression becomes
[TABLE]
We introduce the following standard notation for the partial derivatives of the -th degree kernel
[TABLE]
Thus,
[TABLE]
[TABLE]
and, considering the coefficient of in the above expression, we have
[TABLE]
[TABLE]
From (16)
[TABLE]
and taking limit in (18) when , we get
[TABLE]
Taking a suitable index shifting in the last three expressions, we conclude
[TABLE]
as well as
[TABLE]
Another interesting property of the Freud kernels arises from the symmetry of . From (16) and (17) we have
[TABLE]
This fact will be useful throughout the paper. We also need explicit asymptotic expressions for the reproducing kernel and their derivatives. They are introduced in the following lemma.
Lemma 2
For every , we have
[TABLE]
Proof. Writing , and in terms of orthonormal polynomials ,the Lemma follows.
The structure of the manuscript is as follows.
In Section 2 we will obtain connection formulas between monic Freud-Sobolev type and monic Freud orthogonal polynomials. We also prove that Freud-Sobolev orthogonal polynomials satisfy a five term recurrence relation and we will deduce the asymptotic behavior of the coefficients involved therein. In Section 3 we study some analytic properties of zeros of Freud-Sobolev type orthogonal polynomials, in particular interlacing and asymptotic behavior. Section 4 is focused on the second order linear differential equation that such polynomials satisfy. As a direct consequence, the electrostatic interpretation of such polynomials in terms of a logarithmic potential interaction and an external potential is presented.
2 Connection formulas
Let us consider the aforementioned Sobolev-type inner product (4). In the sequel, we will denote by the corresponding sequence of monic orthogonal polynomials and by
[TABLE]
the norm of the -th degree polynomial. The connection formula between and is stated in the following lemma.
Lemma 3
[1]** For , we have
[TABLE]
where, for ,
[TABLE]
with
[TABLE]
Moreover, an easy computation shows that
[TABLE]
and, as a consequence, we can write (20) as
[TABLE]
where
[TABLE]
are polynomials of degree and , respectively.
2.1 Connection formulas for monic polynomials
In what follows, we restrict ourselves to study the case of only one mass point with derivative in the inner product (2), i.e., , , and ,
[TABLE]
In such a case, the connection formula (21) becomes
[TABLE]
where , and with
[TABLE]
To obtain and in the above expression, we evaluate (23) at and solve the corresponding linear system. Indeed,
[TABLE]
As a consequence,
[TABLE]
Thus,
[TABLE]
Let us denote by , with
[TABLE]
the sequence of Freud-Sobolev type orthonormal polynomials. The relation between the leading coefficients and is given in the following result.
Proposition 2
For , we have
[TABLE]
Proof. Consider the Fourier expansion
[TABLE]
whose coefficients are (see (22))
[TABLE]
If , by comparing the leading coefficients, we obtain . When , by orthogonality we have , so that
[TABLE]
Hence,
[TABLE]
On the other hand, by the orthonormality of with respect to (22),
[TABLE]
so that
[TABLE]
Therefore,
[TABLE]
[TABLE]
Taking into account that , we rewrite the above expression as
[TABLE]
and, as a consequence,
[TABLE]
Next, using the orthonormal versions of (24) and (25), respectively,
[TABLE]
we obtain
[TABLE]
Since
[TABLE]
we get
[TABLE]
which is (27).
Now, we obtain connection formulas that relate both families of monic orthogonal polynomials.
Proposition 3
The Freud-Sobolev type orthogonal polynomials satisfy
[TABLE]
where
[TABLE]
Moreover, for the even and odd degrees, respectively, we have
[TABLE]
*In other words, () is an even (odd) polynomial. *
Proof. Setting in (20) we get
[TABLE]
From (18) we have
[TABLE]
and taking into account (15), (24), (25), and the symmetry of the Freud polynomials, we get
[TABLE]
Denoting
[TABLE]
and noticing that from (9) we have , we obtain
[TABLE]
which is (28). On the other hand, shifting the index , and taking into account (26) we obtain (29). For the odd case, (30) follows similarly by using (26).
Remark 1
Notice that, from the symmetry of the Freud polynomials, we have and for . As a consequence, (28) becomes
[TABLE]
The following is a straightforward extension of connection formulas (29) and (30) for orthonormal polynomials.
Corollary 1
Let and , then for
[TABLE]
with
[TABLE]
Remark 2
Notice that, by defining and , for and introducing the change of variable , we obtain the following orthogonality relations
[TABLE]
i.e. and are MOPS with respect to standard inner products associated with the measures and , respectively, supported on the positive real semiaxis.
2.2 The five-term recurrence relation
This section deals with the five-term recurrence relation that the sequence of discrete Freud–Sobolev orthogonal polynomials satisfies. We will use the remarkable fact, which is a straightforward consequence of (22), that the multiplication operator by is a symmetric operator with respect to such a discrete Sobolev inner product. Indeed, for polynomials
[TABLE]
Notice that
[TABLE]
An equivalent formulation of (32) is
[TABLE]
We need a preliminary result.
Lemma 4
For every , the five term connection formula
[TABLE]
holds.
Proof. The result follows easily from (23) after successive applications of (7).
We are ready to find the five-term recurrence relation satisfied by . Let us consider the Fourier expansion of in terms of
[TABLE]
where
[TABLE]
Thus, for , and . To obtain , we use (23) and get
[TABLE]
by using Lemma 4. In order to compute , using (23) we get
[TABLE]
But, according to Lemma 4, the first term is
[TABLE]
so that
[TABLE]
A similar analysis yields and
[TABLE]
Thus, as a conclusion:
Theorem 1** (Five-term recurrence relation)**
For every , the monic Freud-Sobolev type polynomials , orthogonal with respect to (22), satisfy the following five-term recurrence relation
[TABLE]
with initial conditions , , and , where
[TABLE]
We now proceed to analyze the asymptotic behavior of the coefficients. First, we need the following lemma.
Lemma 5
We have
[TABLE]
Proof. Let us consider first the even case. From (5) and its analogue for , as well as (27), we have
[TABLE]
Taking into account Lemmas 1 and 2, the result follows. The odd case is similar.
Notice that from successive applications of the three term recurrence relation (7), we get
[TABLE]
We will show that, when , the five term recurrence relation (34) behaves exactly as the previous equation.
Proposition 4
We have
[TABLE]
Proof. In view of (34) and (35), we need estimates for and . It is easy to show that , and for the odd case we have
[TABLE]
where the second equality follows from (26) and the third equality from the confluent expression (19). As a consequence, using Lemma 2, we get . On the other side, for the even case,
[TABLE]
where we have used (26) for the second equality and the fact that for the third equality. Since , and by using 8, and Lemmas 1 and 2, we obtain . Finally, for the odd case, in a similar way we have
[TABLE]
and again from (8), and Lemmas 1 and 2, we get . As a consequence, we have
[TABLE]
and
[TABLE]
3 The Zeros
In this Section we analyze some properties of the zeros of the polynomials .
3.1 Interlacing rupture
From (29) and (30), it is clear that the zeros of even and odd Freud-Sobolev type polynomials act in an independent way. From those expressions, we observe that the variation of (respectively ) exclusively influences the position of the zeros of (respectively ) without affecting the zeros of (respectively ). This interesting phenomena leads to the destruction of the zero interlacing for two consecutive polynomials of the sequence for certain values of and . Notice that the zeros of are real and simple (see [20], Proposition 3.2). In the next two tables we provide numerical evidence that supports this fact. In the sequel, let be the zeros of and be the zeros of arranged in an increasing order. Next we show the position of the second zero of the Freud-Sobolev-type polynomial of degree (namely ) and the second and third zeros of for some choices of the masses and . For we obviously recover the corresponding zeros of the Freud polynomials. The first table shows the position of the aforementioned zeros for and several values for . The cases when between the second and third (resp. third and fourth) zeros of there are no zeros of i.e. the zero interlacing for the sequence fails, are shown in bold.
Observe that, as expected, the variation of only affects the position of and and the variation of only affects the position of and . This numerical example is also reflected in Figure 1.
3.2 Asymptotic behavior
We are interested in the dynamics of the zeros of the Freud-Sobolev type when and tend, respectively, to infinity. To that end, let us introduce the following the limit polynomials
[TABLE]
Similar polynomials have been previously studied in [20], when the discrete mass points are located outside the support of the perturbed measure. Here, we find a slightly different situation because the support of the measure is the whole real line and the discrete masses and are both located at . As stated before, only affects the even degree polynomials, and the dynamics for the zeros of has been already obtained in [3]. Next, we extend those results for the odd sequence .
Our goal is to obtain results concerning the monotonicity and speed of convergence of the zeros of . For this purpose we need the following lemma concerning the behavior and the asymptotics of the zeros of linear combinations of two polynomials with interlacing zeros, whose proof we omit (see [5, Lemma 1] or [9, Lemma 3]).
Lemma 6
Let and be polynomials with real and simple zeros, where and are positive real constants.
If
[TABLE]
then, for any real constant , the polynomial
[TABLE]
has real zeros which interlace with the zeros of and as follows
[TABLE]
Moreover, each is a decreasing function of and, for each ,
[TABLE]
Before stating the main result of this Section, we will prove some auxiliary results concerning the interlacing properties of , , and .
Lemma 7
The zeros of , are real and simple. Moreover, for every , the non vanishing zeros of and interlace.
Proof. First, since is an odd polynomial, we can write , where is a polynomial of degree . We will prove that , with , is an orthogonal polynomial sequence with respect to the measure , which is positive in the positive real line. Indeed, for , we have
[TABLE]
by using the reproducing property of . On the other hand, for , and taking into account (18) and the symmetry of the Freud polynomials, we get
[TABLE]
since . As a consequence, the zeros of are real, simple, and they are located in the positive real semiaxis. Moreover, the zeros of and interlace. Now, because of the symmetry, all polynomials of the sequence have a zero at the origin, and the remaining zeros are located symmetrically at both sides of the origin. Furthermore, if we denote by the th zero of , then it is clear from the definition that are zeros of . As a consequence, the (non vanishing) zeros of and interlace.
The next Lemma shows that the non vanishing zeros of and also interlace.
Lemma 8
Let and be the set of zeros of and , respectively, arranged in increasing order. Then, we have
[TABLE]
Proof. Due to the symmetry of both polynomials, it suffices to prove the interlacing for the positive zeros. Since , we consider the case when . From (18) and the symmetry of the Freud polynomials, we have
[TABLE]
where we have used (7) on the second equality. As a consequence, evaluating the previous equation in and we obtain, respectively,
[TABLE]
Since and are positive and the zeros of the Freud polynomials interlace, and have distinct sign. As a consequence, and differ in sign, which means that has a zero between the zeros and .
Remark 3
Notice that and differ in two degrees. This causes that the zeros interlacing between them is not complete. Indeed, has not zeros in the interval , i.e. between the origin and the first zeros of at both sides.
We will need some results concerning the interlacing properties of the zeros of , and . By symmetry, for the zeros of , we have and for . As a consequence, it suffices to analyze the behavior of the positive zeros. In order to simplify the notation, we denote , , i.e. are the positive zeros of arranged in increasing order. A similar notation will be used for the zeros of and . The following result is a straightforward corollary of Lemma 8.
Corollary 2
Let us denote by the set of positive zeros of arranged in increasing order. Then, for , we have
[TABLE]
i.e., positive zeros of and interlace.
Proof. Taking into account the symmetry and the fact that , we deduce that has a zero of multiplicity at the origin. This is, . The result follows by evaluating (36) at two consecutive zeros and of , for , and noticing that by Lemma 8, and have distinct sign.
Remark 4
Observe that due to the triple zero at the origin, does not have a zero in the interval , i.e. between the origin and the first positive zero of . Since only have positive zeros, we have .
Now, we are ready to enunciate the main result of this Section.
Theorem 2
On the positive real line, the following interlacing property holds
[TABLE]
Moreover, each is a decreasing function of and, for each ,
[TABLE]
as well as
[TABLE]
Proof. Notice that the polynomials with , can be represented as
[TABLE]
where
[TABLE]
Thus, the interlacing follows at once from (37) and Lemma 6. On the other hand, we can write
[TABLE]
with
[TABLE]
and by the previous results, their zeros are real, simple and interlace, so they satisfy the conditions on Lemma 6, and therefore
[TABLE]
and
[TABLE]
and since and , the result follows.
Remark 5
Because of the symmetry, the limits (38) and (39) also hold for the negative zeros. The only difference is that those zeros are increasing functions of .
4 Holonomic equation and electrostatic interpretation
In this section, we deduce a second order differential equation satisfied by and, as an application, an electrostatic interpretation of its zeros is presented. We will use the connection formula between and , which for convenience will take the form (31). We will also use the structure formula (9) (for the monic normalization) and the three term recurrence relation (7). Let us rewrite these formulas as
[TABLE]
where the coefficients above are given according to (31), (9) and (7), respectively. Before stating our main result, we need the following Lemmas.
Lemma 9
The monic sequences and satisfy
[TABLE]
where
[TABLE]
Proof. Notice that, combining (41) and (42) we have
[TABLE]
The result follows by substituting the last equation and (41) into the derivative with respect to of (40).
Lemma 10
The sequences of monic polynomials and are also related by
[TABLE]
where
[TABLE]
The coefficients and are given in (44).
Proof. The expressions follow from (40) and (43), respectively, after a shift in the degree, and using (42) to express both of them in terms of and .
Lemma 11
The following ”inverse connection” formulas hold.
[TABLE]
where
[TABLE]
Proof. The result follows by solving the linear system defined by (40) and (45).
Now, we replace (47) and (48) in (43) and (46), respectively, to obtain the ladder equations
[TABLE]
[TABLE]
which can be written in the more compact way
[TABLE]
where and are the identity and -derivative operators, respectively, by defining the determinants
[TABLE]
for , where . As a consequence, we have the following result.
Theorem 3
Let and be the differential operators
[TABLE]
Then,
[TABLE]
where and are given in (51) and (52), respectively.
Finally, we state the main result of this section.
Theorem 4
The Sobolev-Freud type polynomials satisfy the second order linear differential equation
[TABLE]
where
[TABLE]
Proof. The result follows in a straightforward way from the ladder operators provided in Theorem 3. The usual technique (see, for example [14, Th. 3.2.3]) consists in applying the raising operator to both sides of the equation satisfied by the lowering operator, i.e.
[TABLE]
and then using the definition to compute the left hand side. After some computations, (53) follows.
We point out that we have obtained a second order linear differential equation for the complete sequence . However, as we have mentioned in the previous sections, the even and odd degree polynomials behave differently. Indeed, they have another connection formula, and the previous results hold in either case just by taking the coefficients of the connection formula (40) accordingly. Using Mathematica*®*, the expression for was obtained according to Theorem 4. In the sequel, we provide the expressions for the odd case (), together with an electrostatic interpretation of the zeros of . The even case was analyzed in [3]. We found
[TABLE]
where is the biquartic polynomial
[TABLE]
with
[TABLE]
Now, the evaluation of (53) at the zeros of yields
[TABLE]
The above equation represents the electrostatic equilibrium condition for the zeros of and can be rewritten as (see [14] )
[TABLE]
Therefore, the zeros of are critical points of the total energy. Thus, the electrostatic interpretation of the distribution of zeros means that we have an equilibrium position under the action of the external potential
[TABLE]
where the first term represents a short range potential which corresponds to unit charges located at the four zeros of , and the second term is a long range potential associated with a Christoffel perturbation of the Freud weight function.
If and are the solutions of the associated quadratic equation
[TABLE]
then the zeros of (54) are
[TABLE]
Table 3 shows the zeros of for some fixed values of and several values of . With just a little more effort, we can describe the asymptotic behavior with of these four roots. From Lemma 2, and (8), after some tedious but straightforward computations, the asymptotic behavior of the three coefficients is
[TABLE]
Then, the asymptotic behavior of the aforementioned and is
[TABLE]
The above shows that, as goes to infinity, remains positive and negative, so will always have two symmetric real zeros , and two extra simple conjugate pure imaginary zeros .
The reference list from the paper itself. Each links out to its DOI / PubMed record.
- 1[1] M. Alfaro, F. Marcellán, M. L. Rezola, A. Ronveaux, Sobolev-type orthogonal polynomials: the nondiagonal case , J. Approx. Theory 83 (1995), 266–287.
- 2[2] M. Alfaro, J. J. Moreno-Balcázar, A. Peña, M. L. Rezola, Asymptotic formulae for generalized Freud polynomials , J. Math. Anal. Appl. 421 (1), (2014), 474–488.
- 3[3] A. Arceo, E. J. Huertas, F. Marcellán, On polynomials associated with an Uvarov modification of a quartic potential Freud-like weight , Appl. Math. Comput. 281 (2016), 102–120.
- 4[4] L. Boelen, W. Van Assche, Discrete Painlevé equations for recurrence coefficients of semiclassical Laguerre polynomials , Proc. Amer. Math. Soc. 138 (4), (2010), 1317–1331.
- 5[5] C. F. Bracciali, D. K. Dimitrov, A. Sri Ranga, Chain sequences and symmetric generalized orthogonal polynomials , J. Comput. Appl. Math. 143 (2002), 95–106.
- 6[6] T. S. Chihara, An Introduction to Orthogonal Polynomials , Gordon and Breach, New York. (1978).
- 7[7] P. Deift, T. Kriecherbauer, K. T. R. Mc Laughlin, S. Venakides, X. Zhou, Uniform asymptotics for polynomials orthogonal with respect to varying exponential weights and applications to universality questions in random matrix theory . Comm. Pure Appl. Math. 52 (11), (1999), 1335–1425.
- 8[8] P. Deift, T. Kriecherbauer, K. T. R. Mc Laughlin, S. Venakides, X. Zhou, Strong asymptotics of orthogonal polynomials with respect to exponential weights . Comm. Pure Appl. Math. 52 (12), (1999), 1491–1552.
