Digamma function

The digamma function ,
visualized using domain coloring
Plots of the digamma and the next three polygamma functions along the real line (they are real-valued on the real line)

In mathematics, the digamma function is defined as the logarithmic derivative of the gamma function:

It is the first of the polygamma functions. This function is strictly increasing and strictly concave on , and it asymptotically behaves as

for complex numbers with large modulus () in the sector for any .

The digamma function is often denoted as or Ϝ (the uppercase form of the archaic Greek consonant digamma meaning double-gamma). Gamma.

Relation to harmonic numbers

The gamma function obeys the equation

Taking the logarithm on both sides and using the functional equation property of the log-gamma function gives:

Differentiating both sides with respect to z gives:

Since the harmonic numbers are defined for positive integers n as

the digamma function is related to them by

where H0 = 0, and γ is the Euler–Mascheroni constant. For half-integer arguments the digamma function takes the values

Integral representations

If the real part of z is positive then the digamma function has the following integral representation due to Gauss:

Combining this expression with an integral identity for the Euler–Mascheroni constant gives:

The integral is Euler's harmonic number , so the previous formula may also be written

A consequence is the following generalization of the recurrence relation:

An integral representation due to Dirichlet is:

Gauss's integral representation can be manipulated to give the start of the asymptotic expansion of .

This formula is also a consequence of Binet's first integral for the gamma function. The integral may be recognized as a Laplace transform.

Binet's second integral for the gamma function gives a different formula for which also gives the first few terms of the asymptotic expansion:

From the definition of and the integral representation of the gamma function, one obtains

with .

Infinite product representation

The function is an entire function, and it can be represented by the infinite product

Here is the kth zero of (see below), and is the Euler–Mascheroni constant.

Note: This is also equal to due to the definition of the digamma function: .

Series representation

Series formula

Euler's product formula for the gamma function, combined with the functional equation and an identity for the Euler–Mascheroni constant, yields the following expression for the digamma function, valid in the complex plane outside the negative integers (Abramowitz and Stegun 6.3.16):

Equivalently,

Evaluation of sums of rational functions

The above identity can be used to evaluate sums of the form

where p(n) and q(n) are polynomials of n.

Performing partial fraction on un in the complex field, in the case when all roots of q(n) are simple roots,

For the series to converge,

otherwise the series will be greater than the harmonic series and thus diverge. Hence

and

With the series expansion of higher rank polygamma function a generalized formula can be given as

provided the series on the left converges.

Taylor series

The digamma has a rational zeta series, given by the Taylor series at z = 1. This is

which converges for |z| < 1. Here, ζ(n) is the Riemann zeta function. This series is easily derived from the corresponding Taylor's series for the Hurwitz zeta function.

Newton series

The Newton series for the digamma, sometimes referred to as Stern series, derived by Moritz Abraham Stern in 1847, reads

where (s
k
)
is the binomial coefficient. It may also be generalized to

where m = 2, 3, 4, ...

Series with Gregory's coefficients, Cauchy numbers and Bernoulli polynomials of the second kind

There exist various series for the digamma containing rational coefficients only for the rational arguments. In particular, the series with Gregory's coefficients Gn is

where (v)n is the rising factorial (v)n = v(v+1)(v+2) ... (v+n-1), Gn(k) are the Gregory coefficients of higher order with Gn(1) = Gn, Γ is the gamma function and ζ is the Hurwitz zeta function. Similar series with the Cauchy numbers of the second kind Cn reads

A series with the Bernoulli polynomials of the second kind has the following form

where ψn(a) are the Bernoulli polynomials of the second kind defined by the generating equation

It may be generalized to

where the polynomials Nn,r(a) are given by the following generating equation

so that Nn,1(a) = ψn(a). Similar expressions with the logarithm of the gamma function involve these formulas

and

where and .

Reflection formula

The digamma and polygamma functions satisfy reflection formulas similar to that of the gamma function:

.
.

Recurrence formula and characterization

The digamma function satisfies the recurrence relation

Thus, it can be said to "telescope" 1/x, for one has

where Δ is the forward difference operator. This satisfies the recurrence relation of a partial sum of the harmonic series, thus implying the formula

where γ is the Euler–Mascheroni constant.

Actually, ψ is the only solution of the functional equation

that is monotonic on R+ and satisfies F(1) = −γ. This fact follows immediately from the uniqueness of the Γ function given its recurrence equation and convexity restriction. This implies the useful difference equation:

Some finite sums involving the digamma function

There are numerous finite summation formulas for the digamma function. Basic summation formulas, such as

are due to Gauss. More complicated formulas, such as

are due to works of certain modern authors (see e.g. Appendix B in Blagouchine (2014)).

We also have

Gauss's digamma theorem

For positive integers r and m (r < m), the digamma function may be expressed in terms of Euler's constant and a finite number of elementary functions

which holds, because of its recurrence equation, for all rational arguments.

Multiplication theorem

The multiplication theorem of the -function is equivalent to

Asymptotic expansion

The digamma function has the asymptotic expansion

where Bk is the kth Bernoulli number and ζ is the Riemann zeta function. The first few terms of this expansion are:

Although the infinite sum does not converge for any z, any finite partial sum becomes increasingly accurate as z increases.

The expansion can be found by applying the Euler–Maclaurin formula to the sum

The expansion can also be derived from the integral representation coming from Binet's second integral formula for the gamma function. Expanding as a geometric series and substituting an integral representation of the Bernoulli numbers leads to the same asymptotic series as above. Furthermore, expanding only finitely many terms of the series gives a formula with an explicit error term:

Inequalities

When x > 0, the function

is completely monotonic and in particular positive. This is a consequence of Bernstein's theorem on monotone functions applied to the integral representation coming from Binet's first integral for the gamma function. Additionally, by the convexity inequality , the integrand in this representation is bounded above by . Consequently

is also completely monotonic. It follows that, for all x > 0,

This recovers a theorem of Horst Alzer. Alzer also proved that, for s ∈ (0, 1),

Related bounds were obtained by Elezovic, Giordano, and Pecaric, who proved that, for x > 0 ,

where is the Euler–Mascheroni constant. The constants (and ) appearing in these bounds are the best possible.

The mean value theorem implies the following analog of Gautschi's inequality: If x > c, where c ≈ 1.461 is the unique positive real root of the digamma function, and if s > 0, then

Moreover, equality holds if and only if s = 1.

Inspired by the harmonic mean value inequality for the classical gamma function, Horzt Alzer and Graham Jameson proved, among other things, a harmonic mean-value inequality for the digamma function:

for

Equality holds if and only if .

Computation and approximation

The asymptotic expansion gives an easy way to compute ψ(x) when the real part of x is large. To compute ψ(x) for small x, the recurrence relation

can be used to shift the value of x to a higher value. Beal suggests using the above recurrence to shift x to a value greater than 6 and then applying the above expansion with terms above x14 cut off, which yields "more than enough precision" (at least 12 digits except near the zeroes).

As x goes to infinity, ψ(x) gets arbitrarily close to both ln(x1/2) and ln x. Going down from x + 1 to x, ψ decreases by 1/x, ln(x1/2) decreases by ln(x +1/2) / (x1/2), which is more than 1/x, and ln x decreases by ln(1 +1/x), which is less than 1/x. From this we see that for any positive x greater than 1/2,

or, for any positive x,

The exponential exp ψ(x) is approximately x1/2 for large x, but gets closer to x at small x, approaching 0 at x = 0.

For x < 1, we can calculate limits based on the fact that between 1 and 2, ψ(x) ∈ [−γ, 1 − γ], so

or

From the above asymptotic series for ψ, one can derive an asymptotic series for exp(−ψ(x)). The series matches the overall behaviour well, that is, it behaves asymptotically as it should for large arguments, and has a zero of unbounded multiplicity at the origin too.

This is similar to a Taylor expansion of exp(−ψ(1 / y)) at y = 0, but it does not converge. (The function is not analytic at infinity.) A similar series exists for exp(ψ(x)) which starts with

If one calculates the asymptotic series for ψ(x+1/2) it turns out that there are no odd powers of x (there is no x−1 term). This leads to the following asymptotic expansion, which saves computing terms of even order.

Similar in spirit to the Lanczos approximation of the -function is Spouge's approximation.

Another alternative is to use the recurrence relation or the multiplication formula to shift the argument of into the range and to evaluate the Chebyshev series there.

Special values

The digamma function has values in closed form for rational numbers, as a result of Gauss's digamma theorem. Some are listed below:

Moreover, by taking the logarithmic derivative of or where is real-valued, it can easily be deduced that

Apart from Gauss's digamma theorem, no such closed formula is known for the real part in general. We have, for example, at the imaginary unit the numerical approximation

Roots of the digamma function

The roots of the digamma function are the saddle points of the complex-valued gamma function. Thus they lie all on the real axis. The only one on the positive real axis is the unique minimum of the real-valued gamma function on R+ at x0 = 1.46163214496836234126.... All others occur single between the poles on the negative axis:

x1 = −0.50408300826445540925...
x2 = −1.57349847316239045877...
x3 = −2.61072086844414465000...
x4 = −3.63529336643690109783...

Already in 1881, Charles Hermite observed that

holds asymptotically. A better approximation of the location of the roots is given by

and using a further term it becomes still better

which both spring off the reflection formula via

and substituting ψ(xn) by its not convergent asymptotic expansion. The correct second term of this expansion is 1/2n, where the given one works well to approximate roots with small n.

Another improvement of Hermite's formula can be given:

Regarding the zeros, the following infinite sum identities were recently proved by István Mező and Michael Hoffman

In general, the function

can be determined and it is studied in detail by the cited authors.

The following results

also hold true.

Regularization

The digamma function appears in the regularization of divergent integrals

this integral can be approximated by a divergent general Harmonic series, but the following value can be attached to the series

In applied mathematics

Many notable probability distributions use the gamma function in the definition of their probability density or mass functions. Then in statistics when doing maximum likelihood estimation on models involving such distributions, the digamma function naturally appears when the derivative of the log-likelihood is taken for finding the maxima.

See also

  • Polygamma function
  • Trigamma function
  • Chebyshev expansions of the digamma function inWimp, Jet (1961). "Polynomial approximations to integral transforms". Math. Comp. 15 (74): 174–178. doi:10.1090/S0025-5718-61-99221-3.

References

OEISA047787 psi(1/3), OEISA200064 psi(2/3), OEISA020777 psi(1/4), OEISA200134 psi(3/4), OEISA200135 to OEISA200138 psi(1/5) to psi(4/5).
Uses material from the Wikipedia article Digamma function, released under the CC BY-SA 4.0 license.