Abstract
This paper studies a new family of Angelesco multiple orthogonal polynomials with shared orthogonality conditions with respect to a system of weight functions, which are complex analogs of Pascal distributions on a legged star-like set. The emphasis is placed on the algebraic properties, such as the raising operators, the Rodrigues-type formula, the explicit expression of the polynomials, and the nearest neighbor recurrence relations.
Keywords:
Angelesco polynomials; classical orthogonal polynomials; discrete orthogonal polynomials; multiple orthogonal polynomials; Meixner polynomials; Rodrigues-type formula; recurrence relations MSC:
33C45; 33C47; 41A28; 42C05
1. Introduction
This article focuses on the algebraic properties of a new family of type II multiple orthogonal polynomials, which extend the notion of discrete orthogonal polynomials on the real line [1]. Multiple orthogonal polynomials are a natural extension of orthogonal polynomials. They are linked to the simultaneous rational approximation of a system of analytic functions [2,3]. Hermite’s proof of the transcendence of the number e [4] uses this notion. Depending on the simultaneous approximation problem, some types of multiple orthogonal polynomials appear (type I, type II, and mixed type) (see [2] Chapter 4 as well as [5,6,7,8] for simultaneous rational approximation (also known as Hermite–Padé approximation) and types of multiple orthogonal polynomials).
In [9], some type II discrete multiple orthogonal polynomials were investigated. In particular, the multiple Meixner polynomials, which verify orthogonality relations with respect to different Pascal distributions (negative binomial distributions). Two kinds of multiple Meixner polynomials that are distinguished by the selection of parameters in the Pascal distribution were addressed. In [10], a mathematical approach was given to a physical phenomenon involving a chain of Hamiltonians and the multiple Meixner polynomials of the first kind. Later in [11], the authors constructed r non-Hermitian oscillator Hamiltonians that are simultaneously diagonalizable and for which the common eigenstates are expressed in terms of multiple Meixner polynomials of the second kind. In this paper, we study a different type of multiple Meixner polynomials, which are orthogonal with respect to r complex s of the Pascal distributions on an r-star, and study their algebraic properties. Among these properties, special attention is given to the nearest neighbor recurrence relations. This question has been addressed in a few recent papers dealing with multiple orthogonal polynomials on an r-star [12,13,14]. Knowing the coefficients of the recurrence relations, one can study the weak asymptotics (see [15] for the multiple Meixner polynomials of the first and second kind on the real line), as well as the asymptotic behavior ratio of multiple orthogonal polynomials. Moreover, having such recurrence relations, one can construct Christoffel–Darboux kernels, which play an important role in the correlation kernel, for instance in the unitary random matrix model with an external source (see [16] for the connection of multiple orthogonal polynomials and random matrix theory).
The structure of this paper is as follows. In Section 2, we provide the background material. Section 3 and Section 4 contain the main results. First, we define the system of measures used in the paper and study a new family of type II discrete Angelesco multiple orthogonal polynomials on an r-star, namely, the Meixner–Angelesco polynomials of the second kind. Then, in Section 3.1, we obtain the raising operators and state their commutative property. Based on these operators, the Rodrigues-type formula is obtained. Section 4 deals both with the explicit expression of the polynomials and the deduction of the nearest neighbor recurrence relation. The implemented procedure in the study of the recurrence relations is similar to the one used in [17], which differs from those used in [9,12,18]. The explicit series representation of the polynomials is given. This paper ends with some concluding remarks in Section 5.
2. Background Material
The orthogonal polynomials on the real line , , with respect to a positive measure (with finite moments) are such that each polynomial has and satisfies the following orthogonality relations:
From (1), the polynomial is determined up to a multiplicative factor. For discrete orthogonal polynomials [1], the measure is discrete:
where denotes the Dirac measures on the points , and is the weights. These orthogonality relations on the linear lattice , can be expressed as
where , if and , is the Pochhammer symbol. Next, we take (see Table 1).
Table 1.
Weight functions for Charlier and Meixner polynomials.
The classical discrete orthogonal polynomials on a linear lattice are those of Charlier, Meixner, Kravchuk, and Hahn. The corresponding weight functions for the discrete measures with unbounded support, i.e., , are given in the following table (see [1]).
For the Charlier polynomials , the weight function , , , is a Poisson distribution on , and the orthogonality relations (2) are:
For the Meixner polynomials (with and ), the weight function , , is a negative binomial distribution (Pascal distribution) on , and the orthogonality relations (2) are:
The weight functions for classical discrete orthogonal polynomials satisfy a first-order difference equation (Pearson’s equation) , where is a polynomial of degree at most 2, is a polynomial of degree 1, and is the forward difference of f in x. The backward difference of f in x is
Table 2.
Polynomials and in Pearson’s equation for Charlier and Meixner polynomials.
Each of the classical (monic) discrete orthogonal polynomials has a raising operator, which can be derived from the orthogonality relation (2) and the use of summation by parts. These operators are
Using the raising operator several times, one obtains a Rodrigues-type formula for the polynomials [9]. From this formula, one can obtain an explicit expression for the classical (monic) discrete orthogonal polynomials in terms of hypergeometric functions [19]
These classical (monic) discrete orthogonal polynomials satisfy a three-term recurrence relation
with and initial conditions and .
Substituting the explicit expression given in (5) in the recurrence relation, one can compute the above recurrence coefficients by comparing coefficients [9]. Indeed, they are given in Table 3.
Table 3.
Recurrence coefficients for Charlier and Meixner polynomials.
An extension of classical orthogonal polynomials is the multiple orthogonal polynomials (also called Hermite–Padé polynomials). They satisfy orthogonality relations shared with respect to a system of measures and are linked with the simultaneous rational approximation of a system of analytic functions [2]. Below, we address two of these systems of measures: The AT system and the Anglesco system. In [9], some Hermite–Padé polynomials orthogonal with respect to an AT system of discrete measures supported on the linear lattice were studied. An AT system [2,9] of r positive discrete measures consists of a set of measures
on , so that is the closure of and for each . Moreover, , , , for weight functions such that the following system
be a Chebyshev system on for each multi-index with length . For this system of measures on the linear lattice, define the type II discrete multiple orthogonal polynomial of that satisfies the orthogonality conditions
The discrete multiple orthogonal polynomials studied in [9] are those of Multiple Charlier, Multiple Meixner of the first and second kind, Multiple Kravchuk, and Multiple Hahn. The corresponding components of the vector weight functions for measures with unbounded support () are given in Table 4.
Table 4.
Weight functions involved in the orthogonality conditions (6).
For the multiple Charlier polynomials with the set of different positive parameters , the orthogonality relations (6) are:
For the multiple Meixner polynomials of the first kind with different parameters , , and , the orthogonality relations (6) are:
For the multiple Meixner polynomials of the second kind with parameters and c, the orthogonality relations (6) are:
with , and pairwise different.
Using summation by parts in the above orthogonality relations, one can find the raising operations
where and denote the standard r-dimensional unit vector with the ℓ-th entry equals 1 and 0 otherwise.
A repeated application of these raising operators gives the following Rodrigues-type formulas
From the Rodrigues-type formulas, one can find an explicit expression of these monic polynomials
Moreover, these polynomials satisfy nearest neighbor recurrence relations [18]
where
Now, we address the Angelesco system of r measures [2,20]. This system consists of orthogonality measures supported on , where and , for (see also [21]). In [12], an Angelesco system of discrete measures was considered. The derived polynomials (Angelesco multiple orthogonal polynomials) involve orthogonality relations distributed over r discrete complex measures (with finite moments) supported on an r-star defined by the intervals , . Two type II discrete multiple orthogonal polynomials on an r-star, namely, Charlier–Angelesco and Meixner–Angelesco polynomials of the first kind, were investigated. The location of zeros as well as the recurrence relations were addressed.
In the sequel, we assume that and are the r-th roots of 1, that is, , . Denote by the rays on the complex plane given as counterclockwise rotations of the positive real axis, i.e.,
These rays generate the r-star on the complex plane :
On each , , one considers a continuous function (weight function) and a discrete measure on the mass points ,
with finite moments and , with , for .
Definition 1
([12]). The type II discrete-Angelesco polynomial for the multi-index on the r-star (8) is the polynomial of degree defined by the orthogonality relations
Here, the Pochhammer symbol is a polynomial of degree and is a polynomial in powers of .
The orthogonality relations (10) give a linear algebraic systems of equations for the coefficients of , with matrix
where is the matrix of moments
This linear algebraic system has always a nontrivial solution. We will deal with those systems, whose solution for all indices is unique up to a nonzero multiplicative factor and also of degree exactly (the monic polynomial exists and will be unique), i.e., the system of measures (9) is a perfect system [22] (all indices are normal). This happens when the matrix given from by deleting the last column has rank . Hence,
For the coefficients of the monic , we use the following notation
Now, we address some properties of these polynomials, namely, the zero location theorem and the recurrence relation theorem (also valid for the new Meixner–Angelesco polynomials of the second kind). For the first property, we need the notion of -symmetry [12].
Definition 2
([12]). The system of weight functions is said to be ω-symmetric if for every and
Since the measures (9) are defined via the weight functions (), this -symmetry allows to interpret the orthogonality relation (10) for , as rotated copies of the relation with real support
The following theorems involving the type II discrete Angelesco multiple orthogonal polynomials on the r-star were proved in [12].
Theorem 1
Theorem 2
([12]). Suppose all the multi-indices are normal for the system of measures . Then, the corresponding type II discrete Angelesco multiple orthogonal polynomials on the r-star satisfy the recurrence relation
where
The explicit expression of these recurrence coefficients for Charlier–Angelesco and Meixner–Angelesco polynomials of the first kind are given in [12].
In the sequel, we will use the following relations involving the backward difference operator ∇ acting on composite functions
with also in the domain of f.
Moreover,
where , denotes the Pochhammer symbol. In (14) and (15), when , the operator ∇ coincides with the operator ▽ given in (3). In what follows, we take .
For the type II Charlier–Angelesco polynomial with multi-index and degree in , the orthogonality relations (10) on the r-star (8) are:
where and .
For type II Meixner–Angelesco polynomials of the second kind with multi-index and degree in , the orthogonality relations (10) on the r-star (8) are:
where , , , and .
Using summation by parts in the orthogonality relations (16) and (17), one can find the raising operations
A repeated application of these raising operators gives the following Rodrigues-type formulas
3. Type II Meixner–Angelesco Polynomials of the Second Kind
Now, we introduce the system of measures for the Meixner–Angelesco polynomials of the second kind. We will find the raising operators, Rodrigues-type formula, and explicit expression for these polynomials. Finally, a different proof of Theorem 2 above and the coefficients for the nearest neighbor recurrence relations will be given.
Let , the mass points
and the weight function,
where (principal branch of the logarithmic function). This function is an extension of the Poisson distribution , , on the non-negative integers (see Meixner case in Table 1).
Consider the function in (19), the mass points (18), and the complex weight functions
where the complex parameters are all different and such that and for . In the expression (20), a complex replacement of the real parameters involved in the negative binomial distribution (Pascal distribution) , on the non-negative integers is carried out (see Table 4 as well as [1,9] for the real-weight functions involving the Meixner polynomials and multiple Meixner polynomials, respectively).
From (9), (18), and (20) we obtain a particular system of discrete measures of Meixner of the second kind supported on the r-star (8) with the following moments (12)
For any fixed and , one obtains
Taking for all , from the ratio test follows the absolute convergence of the series. Then, (21) converges, and all moments exist. Moreover, the matrix derived from the linear system (10) has full rank (see expressions (11) and (13)). Thus, the system of discrete measures of Meixner–Angelesco of the second kind is a perfect system of measures.
Definition 3.
The type II monic Meixner–Angelesco polynomial of the second kind for the multi-index on the r-star and weight functions (20) is the polynomial of degree in defined by the orthogonality relations
or equivalently,
The orthogonality relations (22) and (23) are a particular situation of (10), with the -symmetric weight functions (20). The system (23) defines conditions for the -unknown coefficients of the monic polynomial of degree in .
3.1. Raising Relation and Rodrigues-Type Formula
Here, we study the raising operator and Rodrigues-type formula for the type II Meixner–Angelesco polynomials of the second kind.
Define
where is given in (20). For any power ,
where denotes the Kronecker delta. Notice that and for the resulting polynomial has degree . For polynomials , we will use the expression (25) termwise.
Lemma 1.
The following commutative property
holds.
Proof.
Clearly, the right-hand side of this equation is invariant under change of complex parameters , which implies (26). □
Lemma 2.
The type II Meixner–Angelesco polynomials of the second kind satisfy the raising relation
where is given in (24).
The operator is called raising operator because the ℓ-th component of the multi-index is increased by 1.
Proof.
Replacing by , , in the orthogonality relation (23), one has
Note that is a polynomial of degree j in .
Considering the explicit expression of the mass points (18) along the rays, one obtains , for , hence the orthogonality relations (28) become
where .
In (29), we will use summation by parts and the relations
where (30) follows from the nth-term test for the absolutely convergent series (21). Moreover, from (14), the relations (29) become
Remark 1.
In the sequel, we will deal with the compositions of raising operators involving the expression given in (24). Thus, define
Moreover, from Lemma 1, the following commutative relation
holds.
Theorem 3.
The type II Meixner–Angelesco polynomials of the second kind verify the Rodrigues-type formula.
Proof.
Multiplying Equation (35) from the left by the product of -raising operators and using (32), one obtains
Here, we have used Lemma 2 and the orthogonality conditions (23) for the multi-index .
Now, take a ray , , and replace in (36) by , then multiply (36) from the left by the product of -raising operators to obtain
where . Hence, using the explicit expression of the weight functions in (20), one has
From Lemma 1, the above raising operators are commuting, so they can be taken in any order. One can begin with the j-ray, , and then continue with other ray , , leading to the same expressions (37) and (38). By continuing this process with all other rays taken in any order one obtains (34). Indeed, if is one of the permutations of and , the corresponding multi-index from , where , one has
Here, is the permutation from associated with the above multi-index .
From the commutative relation (26) in Lemma 1, the above product in (39)
can be expressed (reordered) as follows
Therefore, the following relation holds
This concludes the proof of (34). □
Remark 2.
Formula (36) gives the explicit expression for the Meixner polynomials of degree , in the variable , which are orthogonal with respect to the discrete measure derived from the complex weight on the ℓ-ray, for . In this situation, , that is, one is dealing with scalar orthogonality. Notice that the expression (36) is similar to (4) for the classical Meixner polynomials. The similarity is understood as a complex replacement of the real parameters involved in the orthogonality measure as well as the change of the real variable x by (see Formula (40)).
4. Explicit Expression and Recurrence Relation
Here, we obtain the explicit expression for the type II Meixner–Angelesco polynomials of the second kind from the Rodrigues Formula (34). As a consequence of Theorem 3 we have the following Corollary.
Corollary 1.
The type II Meixner–Angelesco polynomials of the second kind on the r-star are given by
where and .
Proof.
Moreover, taking into account the relation , Equation (41) becomes
which is an explicit expression for the polynomial in Equation (36).
Now, using (15), one has
Notice that this expression coincides with (38).
In order to compute the coefficients of the recurrence relation for the type II Meixner–Angelesco polynomials of the second kind given in Theorem 2 we use the above raising operators. The procedure is similar to the one used in [17].
Lemma 3.
The following relation holds
Proof.
We begin by computing the action of the operator on the function . Use the first relation in (15) m-times over the product of functions , that is, the Leibniz’s rule for the nth derivative to get
where is the identity operator.
Then, in Equation (44), take , and multiply from the left by to obtain
Here, the following relation has been used:
To check Equation (46), one can proceed as follows:
Here, we used the formula . Moreover, we added and subtracted the term to obtain the desired expression. Hence,
Multiplying this equation from the left by gives (46).
Remark 3.
Theorem 4.
The type II Meixner–Angelesco polynomials of the second kind verify the following recurrence relations
where
Proof.
The action of the raising operator on Equation (43) gives
where , . Observe that from the multiplication-by- operator in (43) and the commutative property of the operator (33) as well as its linearity one has
Therefore, (48) can be rewritten as follows
5. Conclusions
In [9], five families of discrete multiple orthogonal polynomials for AT systems of measures were studied. Among these polynomials there are three families, namely, multiple Charlier and multiple Meixner polynomials of the first and second kind, respectively where the orthogonality measures are supported on an unbounded subset of . We refer to them as unbounded cases. The Angelesco systems with measures supported on unbounded rays of , with disjoint interior, which still lead to raising operators, Rodrigues formula, and recurrence relations among other algebraic properties is an interesting question. Indeed, it has not been studied until recently [12,13,14]. Before that few examples of Angelesco polynomials were known, namely, Jacobi–Angelesco, Jacobi–Laguerre, and Laguerre–Hermite polynomials. Only the last one considered two orthogonalizing weights with unbounded supports, that is, and .
With the Meixner–Angelesco polynomials of the second kind, we complete the study of Angelesco multiple orthogonal polynomials, which are analogs of the multiple Charlier and multiple Meixner polynomials of the first and second kind that have been studied for AT systems of discrete measures. We have obtained the raising operators, the Rodrigues-type formulas, the explicit expressions, and the nearest neighbor recurrence relations. These expressions involve complex parameters and are polynomials in , which differ from (7).
Finally, other families of Angelesco polynomials should be studied. In particular, the bounded cases (Hahn–Angelesco and Kravchuk–Angelesco systems), where the orthogonality measures should be some complex analogs of the hypergeometric and binomial distributions supported on an r-star with bounded legs, respectively. In addition, some q-extensions involving Angelesco multiple orthogonal polynomials (in line with the AT systems in [23]) should be investigated.
Author Contributions
Conceptualization, J.A. and A.J.Q.R.; methodology, J.A.; formal analysis, J.A.; investigation, J.A. and A.J.Q.R.; resources, J.A. and A.J.Q.R.; writing—original draft preparation, J.A.; writing–review and editing, J.A. and A.J.Q.R.; visualization, J.A. and A.J.Q.R.; supervision, J.A.; project administration, J.A.; funding acquisition, J.A. All authors have read and agreed to the published version of the manuscript.
Funding
The research of J.A. was funded by Agencia Estatal de Investigación of Spain, grant number PID2021-122154NB-I00. The APC was waived.
Data Availability Statement
No new data were created or analyzed in this study. Data sharing is not applicable to this article.
Acknowledgments
Jorge Arvesú would like to thank the Department of Mathematics at Baylor University for hosting his visit in Spring 2021 which stimulated this research. The authors thank the anonymous referees for several helpful suggestions which improved this paper. The authors also thank Andrei Martínez-Finkelshtein, Baylor University, for his assistance and interesting discussions on the recurrence relations for Meixner–Angelesco multiple orthogonal polynomials.
Conflicts of Interest
The authors declare no conflict of interest.
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