Nielsen's beta function and some infinitely divisible distributions
Christian Berg, Stamatis Koumandos, Henrik L. Pedersen

TL;DR
This paper demonstrates that Nielsen's beta function and related special functions are generalized Stieltjes functions of order 2, revealing their logarithmic complete monotonicity and connections to infinitely divisible distributions.
Contribution
It establishes new links between special functions, generalized Stieltjes functions, and infinitely divisible distributions, expanding the understanding of their properties and applications.
Findings
Nielsen's beta function is a generalized Stieltjes function of order 2.
Laplace transforms of certain functions are shown to be related to these special functions.
Results apply to ratios of Gamma functions and asymptotic remainders of the double Gamma function.
Abstract
We show that a large collection of special functions, in particular Nielsen's beta function, are generalized Stieltjes functions of order 2, and therefore logarithmically completely monotonic. This includes the Laplace transform of functions of the form , where is itself the Laplace transform of a sum of dilations and translations of periodic functions. Our methods are also applied to ratios of Gamma functions, and to the remainders in asymptotic expansions of the double Gamma function of Barnes.
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Nielsen’s beta function and some infinitely divisible distributions
Christian Berg, Stamatis Koumandos and Henrik L. Pedersen111Research supported by grant DFF–4181-00502 from The Danish Council for Independent Research Natural Sciences
Abstract
We show that a large collection of special functions, in particular Nielsen’s beta function, are generalized Stieltjes functions of order 2, and therefore logarithmically completely monotonic. This includes the Laplace transform of functions of the form , where is itself the Laplace transform of a sum of dilations and translations of periodic functions. Our methods are also applied to ratios of Gamma functions, and to the remainders in asymptotic expansions of the double Gamma function of Barnes.
2010 Mathematics Subject Classification: Primary: 44A10, Secondary: 26A48
Keywords: Nielsen’s beta function, Laplace transform, Generalized Stieltjes function, completely monotonic function
1 Introduction
Nielsen’s beta function is the meromorphic function defined by
[TABLE]
cf. [15, p. 101] and [6, p. 907]. In the right half plane it admits the integral representation
[TABLE]
from which it immediately follows that is a completely monotonic function on . It is a consequence of our results that is also a so-called logarithmically completely monotonic function. For the reader’s convenience we give some background material on the relation between completely monotonic functions, logarithmically completely monotonic functions and generalized Stieltjes functions.
A completely monotonic function is a -function on such that for all and all . These functions are characterized in Bernstein’s theorem as Laplace transforms of positive measures: is completely monotonic if and only if there exists a positive measure on such that is integrable w.r.t. for all and
[TABLE]
cf. [25, p. 161].
For a given a function is called a generalized Stieltjes function of order if
[TABLE]
where is a positive measure on making the integral converge for and . The set of generalized Stieltjes functions of order is denoted . For additional information on these classes see e.g. [11].
The class of ordinary Stieltjes functions is the class of generalized Stieltjes functions of order .
We remark that is a generalized Stieltjes function of order of the form (2) if and only if
[TABLE]
where is a completely monotonic function. In the affirmative case, See [11, Lemma 2.1]. This characterization shows also that for .
Section 2 contains the proof of Theorem 1.3 below, covering Nielsen’s beta function, based on a result of Kristiansen and Steutel. Some additional material on the relation between generalized Stieltjes functions and so-called logarithmically completely monotonic functions (defined below) is also given.
In Section 3 we describe a method in which we start with sums of certain translations and dilations of an even, non-negative and periodic function and then consider the Laplace transform of the function . From (3) we thus obtain that is in and has the same representing measure in (2) as has as a completely monotonic function. As corollaries we obtain analogues of results of Kosaki (see [9]) on infinitely divisible functions in relation to the Fourier transform.
Section 4 deals with ratios of Gamma functions and contains an improvement of results of Bustoz and Ismail (see [5]). In Section 5 we improve earlier results for the remainders in asymptotic expansions of the double Gamma function of Barnes.
Finally we consider in Section 6 generalized Stieltjes functions related to in particular meromorphic functions of special type having poles at the non-positive integers.
A -function is said to be logarithmically completely monotonic if is completely monotonic. It is easy to see that a logarithmically completely monotonic function is also completely monotonic. The class of logarithmically completely monotonic functions is denoted by and was characterized by Horn ([8]) through Theorem 1.1. See also [3, 4]. Because of (ii) the functions of were called infinitely divisible completely monotonic functions by Horn.
Theorem 1.1
The following conditions are equivalent for a function :
- (i)
, 2. (ii)
* is completely monotonic for all ,* 3. (iii)
* is completely monotonic for all *
In [24, p. 90] it is noticed that a positive differentiable function on with is an infinitely divisible probability Laplace-Stieltjes transform if and only if its so-called -function (which is the negative of its logarithmic derivative) is completely monotonic. However, the general concept of logarithmic complete monotonicity is not mentioned explicitly in [24].
Definition 1.2
A measure or function on the positive half line is called infinitely divisible if its Laplace transform belongs to the class .
We shall first investigate functions of the form
[TABLE]
where , and where . Notice that the series converges uniformly over compact subsets of the cut plane . Our first main result is the following.
Theorem 1.3
Let be of the form (4) for . Then is a generalized Stieltjes function of order with and representing measure
[TABLE]
In particular is a logarithmically completely monotonic function. Furthermore, it admits the representation
[TABLE]
where is completely monotonic.
Nielsen’s beta function is a special case of (4). By Theorem 1.3 we then get:
Corollary 1.4
There exists a family of measures on such that
- (a)
, 2. (b)
, 3. (c)
.
Let and define
[TABLE]
It follows from Theorem 1.3 that any of these probability densities is infinitely divisible. For we find
[TABLE]
We could not find any reference indicating that these probability densities are infinitely divisible.
The integral representation (1) of may be written as
[TABLE]
and the logarithmic complete monotonicity of this function corresponds to the infinite divisibility of above.
2 Generalized Stieltjes functions of order 2
Proof of Theorem 1.3. For we have
[TABLE]
where
[TABLE]
Therefore, is a generalized Stieltjes function of order , and hence also of order . Such functions are logarithmically completely monotonic according to Theorem 2.1 below. The representation as a Laplace transform follows easily from (3).
We note that a result similar to Theorem 1.3 holds for functions given by a finite sum. Indeed, considering for
[TABLE]
it follows that
[TABLE]
and
[TABLE]
Theorem 2.1
Any generalized Stieltjes function of order is logarithmically completely monotonic, i.e. .
This theorem is a deep result. It was conjectured by Steutel in 1970 (see [22, p. 43]) that all functions of the form
[TABLE]
where is a probability measure on , are infinitely divisible completely monotonic functions, or equivalently that all probability densities of the form , with being completely monotonic, are infinitely divisible. Furthermore, Steutel (see [23]) showed in 1980 that this conjecture would be verified provided another conjecture about the zero distribution of certain rational functions in the complex plane would hold true. Kristiansen proved the latter conjecture in 1994 (see [13]).
The result by Steutel and Kristiansen is easily extended to all generalized Stieltjes functions of order by a limit argument: If has the representation
[TABLE]
then consider with ( denoting the point mass at ) and notice that by Steutel and Kristiansens result is in . Since is closed under pointwise convergence, is also in . In this way Theorem 2.1 is proved.
Remark 2.2
The function is logarithmically completely monotonic. Indeed, a direct computation shows that
[TABLE]
However, is not in any of the classes since as .
Furthermore , with . An old formula of Hamburger (see [7] and [6, p. 486]), reads (in a modified form)
[TABLE]
The left-hand side is the partial product of and the measure on the right hand side converges vaguely to the discrete measure .
The subclass of those functions in for which is denoted by and it follows immediately that . The example in [24, p. 409] shows that for any the set is non empty. The following example shows that one can even find concrete functions in .
Example 2.3
Let and consider, for ,
[TABLE]
(Here, the power is defined in terms of the principal logarithm.) We claim that for some the function is not in . The conformal mapping maps the right half plane onto the open disk of radius centered at and therefore maps the right half plane onto a region covering a non empty interval of the negative real axis (at least twice). Choosing now with there must exist such that . Since it therefore follows that . This gives a contradiction since a logarithmically completely monotonic function cannot have any zeros in the right half plane.
Note that Example 2.3 shows that is not stable under addition.
Remark 2.4
The subclass is dense in w.r.t. pointwise convergence. Indeed, putting , it follows that as and this shows the denseness. As a consequence the example in [24] mentioned above also implies that for any there must exist functions in .
Remark 2.5
Euler’s digamma function is given by
[TABLE]
We have
[TABLE]
where . Clearly . It follows that
[TABLE]
The measure with density on the half line given by
[TABLE]
is thus infinitely divisible. For define
[TABLE]
This is an infinitely divisible probability density on the half line and for we find
[TABLE]
3 Infinitely divisible functions related to periodic functions
In this section we obtain a number of infinitely divisible functions by studying Laplace transforms of a class of positive and periodic functions. If is periodic with period then it is easy to see that
[TABLE]
We first consider the case of a periodic and piecewise constant function .
Theorem 3.1
Let be nonnegative real numbers, , , and .
- (i)
The Laplace transform of the function given by
[TABLE]
is a generalized Stieltjes function of order 2 and hence is infinitely divisible. 2. (ii)
The Laplace transform of the function given by
[TABLE]
is a generalized Stieltjes function of order 2 and hence is infinitely divisible.
Proof. Consider the function
[TABLE]
where , , and denotes the indicator function of . Extend to by -periodicity and then to by so that is a nonnegative -periodic and even function. Denoting the Laplace transform of by we see that
[TABLE]
Here the last equality is obtained by a summation by parts, using . For and we obtain
[TABLE]
Since we similarly have
[TABLE]
Combining these relations it follows that
[TABLE]
Hence is completely monotonic ensuring that is in , and hence in . This completes the proof of (i).
To prove (ii) we let and obtain
[TABLE]
Since is nonnegative, is also completely monotonic.
Corollary 3.2
The functions
[TABLE]
are infinitely divisible. Their Laplace transforms belong to and are given by
[TABLE]
Proof. An application of (i) of Theorem 3.1 with , , , , , and , corresponding to (the even and periodic extension of) for and
[TABLE]
yields infinite divisibility of
[TABLE]
Consider next the function
[TABLE]
It is clear that and by applying (9) we obtain
[TABLE]
Therefore the function
[TABLE]
is infinitely divisible. The Laplace transforms are computed using (5).
Remark 3.3
When in the above corollary, and we revisit the density function mentioned right after Corollary 1.4.
Corollary 3.4
The functions
[TABLE]
are infinitely divisible. Their Laplace transforms belong to and are given by
[TABLE]
Proof. Applying (ii) of Theorem 3.1 with , , , , , and yields the infinite divisibility.
Remark 3.5
These corollaries are analogues of results in [9]. In that paper infinite divisible functions with respect to the Fourier transform are studied via a general result ([9, Theorem 2]) about entire functions. That result does not carry over to our situation.
Remark 3.6
Returning to Euler’s digamma function we notice
[TABLE]
and it can be seen that such a difference is in .
We continue to the case where is continuous and piecewise smooth. The following lemma is easily obtained from (6) by partial integration.
Lemma 3.7
Let be a non-negative, -periodic function. Suppose furthermore that is continuous and piecewise smooth on . Then
[TABLE]
The next corollary is also an analogue of a result in [9].
Corollary 3.8
The function
[TABLE]
is infinitely divisible for , its Laplace transform is in and is given by
[TABLE]
where
[TABLE]
Proof. An application of Lemma 3.7 for
[TABLE]
yields
[TABLE]
We observe that
[TABLE]
from which its Laplace transform can easily be calculated (cf. [6, p. 342]).
We have in the particular case , the Cauchy density function and
[TABLE]
Notice that .
We note that when is an even function on satisfying the assumptions in Lemma 3.7, and then
[TABLE]
and
[TABLE]
The relations (11) and (12) give
[TABLE]
This proves that the function
[TABLE]
is infinitely divisible. Similarly, letting and using again (11) and (12), we obtain the infinite divisibility of
[TABLE]
Corollary 3.9
The function
[TABLE]
is infinitely divisible when . Its Laplace transform is in and is given by
[TABLE]
Proof. Applying (13) with for and , , yields the infinite divisibility of . To compute its Laplace transform we first rewrite as
[TABLE]
It follows from Corollary 3.4 (and Remark 3.6) that
[TABLE]
We certainly also have
[TABLE]
Since the last two expressions in square brackets tend to zero as the desired result follows.
Of course many other examples can be obtained as applications of (13) and (14). Let us give the analogue of Corollary 3.4. The proof follows the same lines as the proof of Corollary 3.9.
Corollary 3.10
The functions
[TABLE]
are infinitely divisible when . The Laplace transforms belong to and are given by
[TABLE]
4 Ratios of Gamma functions
The Laplace transform in Corollary 3.9 involves a ratio of Gamma functions. Such ratios have been intensively studied. In one of the first papers [5] the ratio
[TABLE]
was shown to be (logarithmically) completely monotonic when . In the next proposition we strengthen this result.
Proposition 4.1
Let . The function
[TABLE]
belongs to and is thus logarithmically completely monotonic. It has the representation
[TABLE]
where
[TABLE]
Remark 4.2
It follows that for ,
[TABLE]
Proof of Proposition 4.1. The relation
[TABLE]
is implicitly contained in [5], but for the reader’s convenience we give the argument behind it. By using the integral representation
[TABLE]
we immediately get
[TABLE]
The relation (15) now follows as in the proof of Corollary 3.9. From the elementary relations, letting ,
[TABLE]
we infer that the function
[TABLE]
is completely monotonic. Furthermore, a computation shows that
[TABLE]
This completes the proof.
Remark 4.3
In general the function in Proposition 4.1 does not belong to . However, when one of the parameters is an integer, say , then it does. In that situation
[TABLE]
is completely monotonic and
[TABLE]
belongs to . This can of course also be seen directly as it is a sum of Stieltjes functions.
Let us mention an extension of Proposition 4.1 to entire functions of genus 1 having only negative zeros.
Proposition 4.4
Let be an entire function of genus 1 having only negative zeros and such that . The function
[TABLE]
belongs to when , and . Its representing measure has density w.r.t. Lebesgue measure, where .
Proof. Denoting the negative zeros by with we have (see [17])
[TABLE]
where . For this yields
[TABLE]
Therefore we obtain
[TABLE]
with
[TABLE]
Since as , is integrable at [math] and we thus get
[TABLE]
It is easy to show that the constant must be equal to [math]. (See also Remark 4.11.) Furthermore, is completely monotonic and this completes the proof. (The representing measure is found as in the proof of Proposition 4.1.)
Remark 4.5
In the situation where , and the proof above shows that
[TABLE]
with
[TABLE]
belongs to . The function
[TABLE]
does not necessarily belong to .
When , and we have
[TABLE]
is the negative of a Pick function (see Proposition 4.9). Since it tends to as it is not in any of the Stieltjes classes.
Let us now investigate ratios of Gamma functions, leaving out the logarithm.
Proposition 4.6
For and the function
[TABLE]
belongs to .
Proof. For we have
[TABLE]
Using the fact that is logarithmically completely monotonic it follows that is completely monotonic when . Thus is in for .
The functional equation for the Gamma function entails
[TABLE]
Each term in this product belongs to , and hence the product belongs to .
Remark 4.7
When the proposition states that for . (And it does not belong to .) Since
[TABLE]
it has the integral representation
[TABLE]
Remark 4.8
We cannot expect that belongs to for all . Indeed, if this were the case then (16) would imply that the function
[TABLE]
would be logarithmically completely monotonic. This is however not the case. (It is not even decreasing!)
We notice that there is a different way of proving Proposition 4.6 using the so-called Pick (or Nevanlinna) functions. A Pick function is by definition a holomorphic function with non-negative imaginary part in the upper half-plane. Any Pick function admits an integral representation of the form
[TABLE]
where , and satisfies . Furthermore, , and vaguely. Let be closed. The function has a holomorphic extension to satisfying if and only if the support of is contained in . Here is a simple observation.
Proposition 4.9
Let be a real entire function of genus with only negative zeros and with . For the function
[TABLE]
is a Pick function. Its representing measure is supported on and .
Proof. From Hadamard’s factorization theorem it follows that
[TABLE]
where on the right hand side denotes the principal logarithm, and are the zeros of arranged so that . Hence
[TABLE]
and this gives
[TABLE]
For each summand is positive. Therefore is a Pick function. To prove the second assertion it is convenient to write the Hadamard representation in the form
[TABLE]
where denotes the zero counting function . From this we obtain by partial integration
[TABLE]
so that
[TABLE]
It now follows that by Lebesgue’s theorem on dominated convergence. This completes the proof.
It is evident that the derivative of a Pick function, whose representing measure is supported on , belongs to . This gives the proof of the next observation.
Corollary 4.10
Let be a real entire function of genus with only negative zeros and with . For the function
[TABLE]
belongs to .
Remark 4.11
For a Pick function with integral representation
[TABLE]
we obtain
[TABLE]
By dominated convergence it follows that .
The function in Proposition 4.4 can be written as , where . It is thus a difference of two Pick functions of the form in Proposition 4.9. Hence the constant in the proof of Proposition 4.4 equals zero.
Let us finally state the integral representation of the Pick function in Proposition 4.9 in the case where is the reciprocal of the Gamma function, and . (Since has a zero at the origin the proof of that proposition needs to be modified slightly.)
[TABLE]
where and is the measure
[TABLE]
It now follows that for , the imaginary part of is less than
[TABLE]
which is less than . This on the other hand actually shows that is also a Pick function and from here it follows (using the complex characterization of Stieltjes functions) that the reciprocal is in fact in .
Remark 4.12
The Pick property of the ratio of two Gamma functions is a special case of a result due to Krein (see e.g. [14, Section 27.2]) concerning meromorphic functions with interlacing zeros and poles mapping the upper half-plane into itself.
5 The double Gamma function of Barnes
The results in the previous sections have implications for the remainders in asymptotic expansions of the double Gamma function of Barnes.
Asymptotic expansions of the (Euler) Gamma function is a classical and much investigated area. Stirling’s formula and series is usually expressed in terms of . Monotonicity properties of the remainders in these expansions have also been studied. The well-known relation (see [20, p. 57])
[TABLE]
for and where , can be restated as the fact that the remainder in the approximation of by the elementary function in the parentheses belongs to .
Barnes (see [1] and [2]) introduced the so-called double gamma function (and multiple gamma functions) more than 100 years ago. For a modern introduction we refer to [21]. There, an asymptotic expansion of in particular the logarithm of the double gamma function was obtained. It reads
[TABLE]
where is a certain remainder. Here, is the sequence of double Bernoulli polynomials defined via
[TABLE]
For , the even indexed remainder was shown (see [16, 10]) to have the representation
[TABLE]
where
[TABLE]
Proposition 5.1
The function defined in (17) is completely monotonic for any .
Proof. It is enough to verify that
[TABLE]
is completely monotonic, and by making the substitution , this amounts to showing that
[TABLE]
is completely monotonic. Here, the first and third term is completely monotonic, but the second is not and we thus need to combine the terms and take cancellation into account. Complete monotonicity of will follow from the complete monotonicity of
[TABLE]
which we now turn to verify.
It is easy to show that
[TABLE]
and that
[TABLE]
According to Lemma 5.3 this expression is positive for . The proof is complete.
Corollary 5.2
The function
[TABLE]
belongs to .
Lemma 5.3
For any the function
[TABLE]
is non-negative.
Proof. Standard computation shows is increasing on and for we use
[TABLE]
taking into account .
6 Some generalized Stieltjes functions of special type
In this section we consider sums of the form
[TABLE]
where certain iterated partial sums of the real numbers are nonnegative.
We remark that the series in (18) is related to the so-called generalized Mathieu series, considered, for example, in [18] and [19], where among other things an integral representation was derived.
For a real sequence let
[TABLE]
and let for
[TABLE]
The sequence is the sequence of partial sums of the perhaps divergent series . A relation between the iterated partial sums is given in the next lemma.
Lemma 6.1
For ,
[TABLE]
Proof. The relations
[TABLE]
follow easily using (19). From the latter of these we infer (for )
[TABLE]
and combining with the former relation this completes the proof.
The proposition below gives conditions under which the expression in (18) defines a generalized Stieltjes functions of positive order.
Proposition 6.2
Suppose that for some we have
- (i)
* for all ,* 2. (ii)
* for ,* 3. (iii)
.
Then the sum
[TABLE]
converges and belongs to . It has the representation
[TABLE]
where
[TABLE]
is a positive measure, and
[TABLE]
is completely monotonic.
Remark 6.3
If condition (ii) in Proposition 6.2 holds then also tends to zero as tends to infinity. For any with we thus have
[TABLE]
Remark 6.4
The measure in Proposition 6.2 has the density given by
[TABLE]
for and .
Proof of Proposition 6.2. The power series
[TABLE]
has radius of convergence at least (because of (ii)). The power series has the same radius of convergence and we have (by Lemma 6.1)
[TABLE]
Let now
[TABLE]
The Laplace transform of is defined and equals
[TABLE]
This gives
[TABLE]
The function is by (20) continuous on . It is polynomially bounded for . Indeed,
[TABLE]
and the infinite sum is a deceasing function of . In order to show (also using that for ) that the Laplace transform of the function in (21) is defined it is thus enough to show that
[TABLE]
is integrable on e.g. :
[TABLE]
Since as tends to infinity it follows that the sum converges, and thus that the Laplace transform
[TABLE]
is defined and belongs to . Now, by monotone convergence,
[TABLE]
Here, by Lemma 6.1,
[TABLE]
Consider now the th term in the last sum. The factor tends to [math] as , and the integral factor remains bounded as . We conclude that
[TABLE]
belongs to . Furthermore, defined by satisfies
[TABLE]
The measure representing as a generalized Stieltjes function of order is given by
[TABLE]
Finally, from (21) we obtain that
[TABLE]
so that
[TABLE]
This completes the proof.
Let us end the paper by considering two applications of Proposition 6.2.
Example 6.5
Let and and consider the function
[TABLE]
Since, for ,
[TABLE]
and is also a bounded sequence, it follows that is in . In particular, Nielsen’s beta function is in .
Example 6.6
Prym’s function, see [15, p. 27], is given by
[TABLE]
and for it enters in the decomposition , with
[TABLE]
(These functions are special cases of the functions , with , see [15, Kapitel II].)
The function is a special case of (18) with and . It fits into Proposition 6.2 with since
[TABLE]
and is also bounded. Prym’s function thus belongs to , and the corresponding representations hold with
[TABLE]
and
[TABLE]
Hence
[TABLE]
after the substitution .
In particular, the probability density on given by
[TABLE]
is infinitely divisible. For where we obtain the infinite divisibility of the half-Gumbel density, cf. [24, p. 412].
The reference list from the paper itself. Each links out to its DOI / PubMed record.
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- 3[3] C. Berg, Integral representation of some functions related to the Gamma function, Mediterr. J. Math. 1 (2004), 433–439.
- 4[4] C. Berg, Stieltjes–Pick–Bernstein–Schoenberg and their connection to complete monotonicity. In: Mateu, J., Porcu, E. (eds.) Positive Definite Functions. From Schoenberg to Space-Time Challenges. Department of Mathematics, University Jaume I, Castellon, Spain (2008).
- 5[5] J. Bustoz and M.E.H. Ismail, On gamma function inequalities, Math. Comp. 47 (1986), 659–667.
- 6[6] I.S. Gradshteyn and I.M. Ryzhik, Table of series and products, Seventh Edition, Academic Press (2007).
- 7[7] H.L. Hamburger, Math. Z. 7 (1920), 302-322.
- 8[8] R.A. Horn, On infinitely divisible matrices, kernels, and functions, Zeitschrift für Wahrscheinlichkeitstheorie und Verwandte Gebiete 8 (1967), 219–230.
