Euler Beta Function
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In
mathematics Mathematics is a field of study that discovers and organizes methods, Mathematical theory, theories and theorems that are developed and Mathematical proof, proved for the needs of empirical sciences and mathematics itself. There are many ar ...
, the beta function, also called the
Euler integral In mathematics, there are two types of Euler integral: # The ''Euler integral of the first kind'' is the beta function \mathrm(z_1,z_2) = \int_0^1t^(1-t)^\,dt = \frac # The ''Euler integral of the second kind'' is the gamma function \Gamma(z) = \i ...
of the first kind, is a
special function Special functions are particular mathematical functions that have more or less established names and notations due to their importance in mathematical analysis, functional analysis, geometry, physics, or other applications. The term is defined by ...
that is closely related to the
gamma function In mathematics, the gamma function (represented by Γ, capital Greek alphabet, Greek letter gamma) is the most common extension of the factorial function to complex numbers. Derived by Daniel Bernoulli, the gamma function \Gamma(z) is defined ...
and to
binomial coefficient In mathematics, the binomial coefficients are the positive integers that occur as coefficients in the binomial theorem. Commonly, a binomial coefficient is indexed by a pair of integers and is written \tbinom. It is the coefficient of the t ...
s. It is defined by the
integral In mathematics, an integral is the continuous analog of a Summation, sum, which is used to calculate area, areas, volume, volumes, and their generalizations. Integration, the process of computing an integral, is one of the two fundamental oper ...
: \Beta(z_1,z_2) = \int_0^1 t^(1-t)^\,dt for
complex number In mathematics, a complex number is an element of a number system that extends the real numbers with a specific element denoted , called the imaginary unit and satisfying the equation i^= -1; every complex number can be expressed in the for ...
inputs z_1, z_2 such that \operatorname(z_1), \operatorname(z_2)>0. The beta function was studied by
Leonhard Euler Leonhard Euler ( ; ; ; 15 April 170718 September 1783) was a Swiss polymath who was active as a mathematician, physicist, astronomer, logician, geographer, and engineer. He founded the studies of graph theory and topology and made influential ...
and
Adrien-Marie Legendre Adrien-Marie Legendre (; ; 18 September 1752 – 9 January 1833) was a French people, French mathematician who made numerous contributions to mathematics. Well-known and important concepts such as the Legendre polynomials and Legendre transforma ...
and was given its name by Jacques Binet; its symbol is a
Greek Greek may refer to: Anything of, from, or related to Greece, a country in Southern Europe: *Greeks, an ethnic group *Greek language, a branch of the Indo-European language family **Proto-Greek language, the assumed last common ancestor of all kno ...
capital
beta Beta (, ; uppercase , lowercase , or cursive ; or ) is the second letter of the Greek alphabet. In the system of Greek numerals, it has a value of 2. In Ancient Greek, beta represented the voiced bilabial plosive . In Modern Greek, it represe ...
.


Properties

The beta function is
symmetric Symmetry () in everyday life refers to a sense of harmonious and beautiful proportion and balance. In mathematics, the term has a more precise definition and is usually used to refer to an object that is invariant under some transformations ...
, meaning that \Beta(z_1,z_2) = \Beta(z_2,z_1) for all inputs z_1 and z_2.. Specifically, see 6.2 Beta Function. A key property of the beta function is its close relationship to the
gamma function In mathematics, the gamma function (represented by Γ, capital Greek alphabet, Greek letter gamma) is the most common extension of the factorial function to complex numbers. Derived by Daniel Bernoulli, the gamma function \Gamma(z) is defined ...
: : \Beta(z_1,z_2)=\frac A proof is given below in . The beta function is also closely related to
binomial coefficient In mathematics, the binomial coefficients are the positive integers that occur as coefficients in the binomial theorem. Commonly, a binomial coefficient is indexed by a pair of integers and is written \tbinom. It is the coefficient of the t ...
s. When (or , by symmetry) is a positive integer, it follows from the definition of the gamma function that : \Beta(m,n) =\frac = \frac \Bigg/ \binom


Relationship to the gamma function

To derive this relation, write the product of two factorials as integrals. Since they are integrals in two separate variables, we can combine them into an iterated integral: :\begin \Gamma(z_1)\Gamma(z_2) &= \int_^\infty\ e^ u^\,du \cdot\int_^\infty\ e^ v^\,dv \\ pt &=\int_^\infty\int_^\infty\ e^ u^v^\, du \,dv. \end Changing variables by and , because and , we have that the limits of integrations for are 0 to ∞ and the limits of integration for are 0 to 1. Thus produces :\begin \Gamma(z_1)\Gamma(z_2) &= \int_^\infty\int_^1 e^ (st)^(s(1-t))^s\,dt \,ds \\ pt &= \int_^\infty e^s^ \,ds\cdot\int_^1 t^(1-t)^\,dt\\ &=\Gamma(z_1+z_2) \cdot \Beta(z_1,z_2). \end Dividing both sides by \Gamma(z_1+z_2) gives the desired result. The stated identity may be seen as a particular case of the identity for the integral of a convolution. Taking :\beginf(u)&:=e^ u^ 1_ \\ g(u)&:=e^ u^ 1_, \end one has: : \Gamma(z_1) \Gamma(z_2) = \int_f(u)\,du\cdot \int_ g(u) \,du = \int_(f*g)(u)\,du =\Beta(z_1,z_2)\,\Gamma(z_1+z_2). See ''The Gamma Function'', page 18–19 for a derivation of this relation.


Differentiation of the beta function

We have :\frac \mathrm(z_1, z_2) = \mathrm(z_1, z_2) \left( \frac - \frac \right) = \mathrm(z_1, z_2) \big(\psi(z_1) - \psi(z_1 + z_2)\big), :\frac \mathrm(z_1, z_2, \dots, z_n) = \mathrm(z_1, z_2, \dots, z_n) \left(\psi(z_m) - \psi\left( \sum_^n z_k \right)\right), \quad 1\le m\le n, where \psi(z) denotes the
digamma function In mathematics, the digamma function is defined as the logarithmic derivative of the gamma function: :\psi(z) = \frac\ln\Gamma(z) = \frac. It is the first of the polygamma functions. This function is Monotonic function, strictly increasing a ...
.


Approximation

Stirling's approximation In mathematics, Stirling's approximation (or Stirling's formula) is an asymptotic approximation for factorials. It is a good approximation, leading to accurate results even for small values of n. It is named after James Stirling, though a related ...
gives the asymptotic formula :\Beta(x,y) \sim \sqrt \frac for large and large . If on the other hand is large and is fixed, then :\Beta(x,y) \sim \Gamma(y)\,x^.


Other identities and formulas

The integral defining the beta function may be rewritten in a variety of ways, including the following: : \begin \Beta(z_1,z_2) &= 2\int_0^(\sin\theta)^(\cos\theta)^\,d\theta, \\ pt &= \int_0^\infty\frac\,dt, \\ pt &= n\int_0^1t^(1-t^n)^\,dt, \\ &= (1-a)^ \int_0^1 \fracdt \qquad \text a\in\mathbb_, \end where in the second-to-last identity is any positive real number. One may move from the first integral to the second one by substituting t = \tan^2(\theta). For values z=z_1=z_2\neq1 we have: : \Beta(z,z) = \frac\int_0^\frac\,d\theta The beta function can be written as an infinite sum : \Beta(x,y) = \sum_^\infty \frac If x and y are equal to a number z we get: : \Beta(z,z) = 2\sum_^\infty \frac = \lim_2\sum_^\infty \frac : (where (x)_n is the
rising factorial In mathematics, the falling factorial (sometimes called the descending factorial, falling sequential product, or lower factorial) is defined as the polynomial \begin (x)_n = x^\underline &= \overbrace^ \\ &= \prod_^n(x-k+1) = \prod_^(x-k) . \end ...
) and as an infinite product : \Beta(x,y) = \frac \prod_^\infty \left( 1+ \dfrac\right)^. The beta function satisfies several identities analogous to corresponding identities for binomial coefficients, including a version of
Pascal's identity In mathematics, Pascal's rule (or Pascal's formula) is a combinatorics, combinatorial identity (mathematics), identity about binomial coefficients. The binomial coefficients are the numbers that appear in Pascal's triangle. Pascal's rule states th ...
: \Beta(x,y) = \Beta(x, y+1) + \Beta(x+1, y) and a simple recurrence on one coordinate: :\Beta(x+1,y) = \Beta(x, y) \cdot \dfrac, \quad \Beta(x,y+1) = \Beta(x, y) \cdot \dfrac. The positive integer values of the beta function are also the partial derivatives of a 2D function: for all nonnegative integers m and n, :\Beta(m+1, n+1) = \frac(0, 0), where :h(a, b) = \frac. The Pascal-like identity above implies that this function is a solution to the
first-order partial differential equation In mathematics, a first-order partial differential equation is a partial differential equation that involves the first derivatives of an unknown function u of n\geq 2 variables. The equation takes the form F(x_1,\ldots,x_n,u,u_,\ldots u_) =0, using ...
:h = h_a+h_b. For x, y \geq 1, the beta function may be written in terms of a
convolution In mathematics (in particular, functional analysis), convolution is a operation (mathematics), mathematical operation on two function (mathematics), functions f and g that produces a third function f*g, as the integral of the product of the two ...
involving the
truncated power function In mathematics, the truncated power function with exponent n is defined as :x_+^n = \begin x^n &:\ x > 0 \\ 0 &:\ x \le 0. \end In particular, :x_+ = \begin x &:\ x > 0 \\ 0 &:\ x \le 0. \end and interpret the exponent as conventional power ...
t \mapsto t_+^x: : \Beta(x,y) \cdot\left(t \mapsto t_+^\right) = \Big(t \mapsto t_+^\Big) * \Big(t \mapsto t_+^\Big) Evaluations at particular points may simplify significantly; for example, : \Beta(1,x) = \dfrac and : \Beta(x,1-x) = \dfrac, \qquad x \not \in \mathbb By taking x = \frac in this last formula, it follows that \Gamma(1/2) = \sqrt. Generalizing this into a bivariate identity for a product of beta functions leads to: : \Beta(x,y) \cdot \Beta(x+y,1-y) = \frac . Euler's integral for the beta function may be converted into an integral over the
Pochhammer contour In mathematics, the Pochhammer contour, introduced by Jordan (1887), pp. 243–244 and , is a contour in the complex plane with two points removed, used for contour integration. If ''A'' and ''B'' are loops around the two points, both starting a ...
as :\left(1-e^\right)\left(1-e^\right)\Beta(\alpha,\beta) =\int_C t^(1-t)^ \, dt. This Pochhammer contour integral converges for all values of and and so gives the
analytic continuation In complex analysis, a branch of mathematics, analytic continuation is a technique to extend the domain of definition of a given analytic function. Analytic continuation often succeeds in defining further values of a function, for example in a ne ...
of the beta function. Just as the gamma function for integers describes
factorial In mathematics, the factorial of a non-negative denoted is the Product (mathematics), product of all positive integers less than or equal The factorial also equals the product of n with the next smaller factorial: \begin n! &= n \times ...
s, the beta function can define a
binomial coefficient In mathematics, the binomial coefficients are the positive integers that occur as coefficients in the binomial theorem. Commonly, a binomial coefficient is indexed by a pair of integers and is written \tbinom. It is the coefficient of the t ...
after adjusting indices: :\binom = \frac. Moreover, for integer , can be factored to give a closed form interpolation function for continuous values of : :\binom = (-1)^n\, n! \cdot\frac.


Reciprocal beta function

The reciprocal beta function is the
function Function or functionality may refer to: Computing * Function key, a type of key on computer keyboards * Function model, a structured representation of processes in a system * Function object or functor or functionoid, a concept of object-orie ...
about the form :f(x,y)=\frac Interestingly, their integral representations closely relate as the
definite integral In mathematics, an integral is the continuous analog of a sum, which is used to calculate areas, volumes, and their generalizations. Integration, the process of computing an integral, is one of the two fundamental operations of calculus,Int ...
of
trigonometric functions In mathematics, the trigonometric functions (also called circular functions, angle functions or goniometric functions) are real functions which relate an angle of a right-angled triangle to ratios of two side lengths. They are widely used in all ...
with product of its power and multiple-angle: :\int_0^\pi\sin^\theta\sin y\theta~d\theta=\frac :\int_0^\pi\sin^\theta\cos y\theta~d\theta=\frac :\int_0^\pi\cos^\theta\sin y\theta~d\theta=\frac :\int_0^\frac\cos^\theta\cos y\theta~d\theta=\frac


Incomplete beta function

The incomplete beta function, a generalization of the beta function, is defined as : \Beta(x;\,a,b) = \int_0^x t^\,(1-t)^\,dt. For , the incomplete beta function coincides with the complete beta function. For positive integers ''a'' and ''b'', the incomplete beta function will be a polynomial of degree ''a'' + ''b'' - 1 with rational coefficients. By the substitution t = \sin^2\theta and t = \frac1, we can show that :\Beta(x;\,a,b) = 2 \int_0^ \sin^\theta\cos^\theta\,\mathrm d\theta = \int_^\infty \frac\,\mathrm ds The regularized incomplete beta function (or regularized beta function for short) is defined in terms of the incomplete beta function and the complete beta function: : I_x(a,b) = \frac. The regularized incomplete beta function is the
cumulative distribution function In probability theory and statistics, the cumulative distribution function (CDF) of a real-valued random variable X, or just distribution function of X, evaluated at x, is the probability that X will take a value less than or equal to x. Ever ...
of the
beta distribution In probability theory and statistics, the beta distribution is a family of continuous probability distributions defined on the interval
, 1 The comma is a punctuation mark that appears in several variants in different languages. Some typefaces render it as a small line, slightly curved or straight, but inclined from the vertical; others give it the appearance of a miniature fille ...
or (0, 1) in terms of two positive Statistical parameter, parameters, denoted by ''alpha'' (''α'') an ...
, and is related to the
cumulative distribution function In probability theory and statistics, the cumulative distribution function (CDF) of a real-valued random variable X, or just distribution function of X, evaluated at x, is the probability that X will take a value less than or equal to x. Ever ...
F(k;\,n,p) of a
random variable A random variable (also called random quantity, aleatory variable, or stochastic variable) is a Mathematics, mathematical formalization of a quantity or object which depends on randomness, random events. The term 'random variable' in its mathema ...
following a
binomial distribution In probability theory and statistics, the binomial distribution with parameters and is the discrete probability distribution of the number of successes in a sequence of statistical independence, independent experiment (probability theory) ...
with probability of single success and number of Bernoulli trials : :F(k;\,n,p) = \Pr\left(X \le k\right) = I_(n-k, k+1) = 1 - I_p(k+1,n-k).


Properties

:\begin I_0(a,b) &= 0 \\ I_1(a,b) &= 1 \\ I_x(a,1) &= x^a\\ I_x(1,b) &= 1 - (1-x)^b \\ I_x(a,b) &= 1 - I_(b,a) \\ I_x(a+1,b) &= I_x(a,b)-\frac \\ I_x(a,b+1) &= I_x(a,b)+\frac \\ \int \Beta(x;a,b) \mathrmx &= x \Beta(x; a, b) - \Beta(x; a+1, b) \\ \Beta(x;a,b)&=(-1)^ \Beta\left(\frac;a,1-a-b\right) \end


Continued fraction expansion

The
continued fraction A continued fraction is a mathematical expression that can be written as a fraction with a denominator that is a sum that contains another simple or continued fraction. Depending on whether this iteration terminates with a simple fraction or not, ...
expansion :\Beta(x;\,a,b) = \frac with odd and even coefficients respectively :_ = - \frac :_ = \frac converges rapidly when x is not close to 1. The 4 m and 4 m + 1 convergents are less than \Beta(x;\,a,b), while the 4 m + 2 and 4 m + 3 convergents are greater than \Beta(x;\,a,b). For x > \frac, the function may be evaluated more efficiently using \Beta(x;\,a,b) = \Beta(a, b) - \Beta(1 - x;\,b,a).


Multivariate beta function

The beta function can be extended to a function with more than two arguments: :\Beta(\alpha_1,\alpha_2,\ldots\alpha_n) = \frac . This multivariate beta function is used in the definition of the
Dirichlet distribution In probability and statistics, the Dirichlet distribution (after Peter Gustav Lejeune Dirichlet), often denoted \operatorname(\boldsymbol\alpha), is a family of continuous multivariate probability distributions parameterized by a vector of pos ...
. Its relationship to the beta function is analogous to the relationship between
multinomial coefficient In mathematics, the multinomial theorem describes how to expand a power of a sum in terms of powers of the terms in that sum. It is the generalization of the binomial theorem from binomials to multinomials. Theorem For any positive integer ...
s and binomial coefficients. For example, it satisfies a similar version of Pascal's identity: :\Beta(\alpha_1,\alpha_2,\ldots\alpha_n) = \Beta(\alpha_1+1,\alpha_2,\ldots\alpha_n)+\Beta(\alpha_1,\alpha_2+1,\ldots\alpha_n)+\cdots+\Beta(\alpha_1,\alpha_2,\ldots\alpha_n+1) .


Applications

The beta function is useful in computing and representing the
scattering amplitude In quantum physics, the scattering amplitude is the probability amplitude of the outgoing spherical wave relative to the incoming plane wave in a stationary-state scattering process. Formulation Scattering in quantum mechanics begins with a p ...
for
Regge trajectories In quantum physics, Regge theory ( , ) is the study of the analytic properties of scattering as a function of angular momentum, where the angular momentum is not restricted to be an integer multiple of '' ħ'' but is allowed to take any complex val ...
. Furthermore, it was the first known
scattering amplitude In quantum physics, the scattering amplitude is the probability amplitude of the outgoing spherical wave relative to the incoming plane wave in a stationary-state scattering process. Formulation Scattering in quantum mechanics begins with a p ...
in
string theory In physics, string theory is a theoretical framework in which the point-like particles of particle physics are replaced by one-dimensional objects called strings. String theory describes how these strings propagate through space and intera ...
, first
conjectured In mathematics, a conjecture is a conclusion or a proposition that is proffered on a tentative basis without proof. Some conjectures, such as the Riemann hypothesis or Fermat's conjecture (now a theorem, proven in 1995 by Andrew Wiles), have sh ...
by
Gabriele Veneziano Gabriele Veneziano ( ; ; born 7 September 1942) is an Italian theoretical physicist widely considered the father of string theory. He has conducted most of his scientific activities at CERN in Geneva, Switzerland, and held the Chair of Elementar ...
. It also occurs in the theory of the
preferential attachment A preferential attachment process is any of a class of processes in which some quantity, typically some form of wealth or credit, is distributed among a number of individuals or objects according to how much they already have, so that those who ...
process, a type of stochastic urn process. The beta function is also important in statistics, e.g. for the
beta distribution In probability theory and statistics, the beta distribution is a family of continuous probability distributions defined on the interval
, 1 The comma is a punctuation mark that appears in several variants in different languages. Some typefaces render it as a small line, slightly curved or straight, but inclined from the vertical; others give it the appearance of a miniature fille ...
or (0, 1) in terms of two positive Statistical parameter, parameters, denoted by ''alpha'' (''α'') an ...
and
beta prime distribution In probability theory and statistics, the beta prime distribution (also known as inverted beta distribution or beta distribution of the second kindJohnson et al (1995), p 248) is an absolutely continuous probability distribution. If p\in ,1/math ...
. As briefly alluded to previously, the beta function is closely tied with the
gamma function In mathematics, the gamma function (represented by Γ, capital Greek alphabet, Greek letter gamma) is the most common extension of the factorial function to complex numbers. Derived by Daniel Bernoulli, the gamma function \Gamma(z) is defined ...
and plays an important role in
calculus Calculus is the mathematics, mathematical study of continuous change, in the same way that geometry is the study of shape, and algebra is the study of generalizations of arithmetic operations. Originally called infinitesimal calculus or "the ...
.


Software implementation

Even if unavailable directly, the complete and incomplete beta function values can be calculated using functions commonly included in
spreadsheet A spreadsheet is a computer application for computation, organization, analysis and storage of data in tabular form. Spreadsheets were developed as computerized analogs of paper accounting worksheets. The program operates on data entered in c ...
or
computer algebra system A computer algebra system (CAS) or symbolic algebra system (SAS) is any mathematical software with the ability to manipulate mathematical expressions in a way similar to the traditional manual computations of mathematicians and scientists. The de ...
s. In
Microsoft Excel Microsoft Excel is a spreadsheet editor developed by Microsoft for Microsoft Windows, Windows, macOS, Android (operating system), Android, iOS and iPadOS. It features calculation or computation capabilities, graphing tools, pivot tables, and a ...
, for example, the complete beta function can be computed with the GammaLn function (or special.gammaln in Python's
SciPy SciPy (pronounced "sigh pie") is a free and open-source Python library used for scientific computing and technical computing. SciPy contains modules for optimization, linear algebra, integration, interpolation, special functions, fast Fourier ...
package): :Value = Exp(GammaLn(a) + GammaLn(b) − GammaLn(a + b)) This result follows from the properties listed above. The incomplete beta function cannot be directly computed using such relations and other methods must be used. I
GNU Octave
it is computed using a
continued fraction A continued fraction is a mathematical expression that can be written as a fraction with a denominator that is a sum that contains another simple or continued fraction. Depending on whether this iteration terminates with a simple fraction or not, ...
expansion. The incomplete beta function has existing implementation in common languages. For instance, betainc (incomplete beta function) in
MATLAB MATLAB (an abbreviation of "MATrix LABoratory") is a proprietary multi-paradigm programming language and numeric computing environment developed by MathWorks. MATLAB allows matrix manipulations, plotting of functions and data, implementat ...
and
GNU Octave GNU Octave is a scientific programming language for scientific computing and numerical computation. Octave helps in solving linear and nonlinear problems numerically, and for performing other numerical experiments using a language that is mostly ...
, pbeta (probability of beta distribution) in R and betainc in
SymPy SymPy is an open-source Python library for symbolic computation. It provides computer algebra capabilities either as a standalone application, as a library to other applications, or live on the web as SymPy Live or SymPy Gamma. SymPy is simple ...
. In
SciPy SciPy (pronounced "sigh pie") is a free and open-source Python library used for scientific computing and technical computing. SciPy contains modules for optimization, linear algebra, integration, interpolation, special functions, fast Fourier ...
, special.betainc computes the
regularized incomplete beta function In mathematics, the beta function, also called the Euler integral of the first kind, is a special function that is closely related to the gamma function and to binomial coefficients. It is defined by the integral : \Beta(z_1,z_2) = \int_0^1 t^( ...
—which is, in fact, the cumulative beta distribution. To get the actual incomplete beta function, one can multiply the result of special.betainc by the result returned by the corresponding beta function. In
Mathematica Wolfram (previously known as Mathematica and Wolfram Mathematica) is a software system with built-in libraries for several areas of technical computing that allows machine learning, statistics, symbolic computation, data manipulation, network ...
, Beta
, a, b The comma is a punctuation mark that appears in several variants in different languages. Some typefaces render it as a small line, slightly curved or straight, but inclined from the vertical; others give it the appearance of a miniature fille ...
/code> and BetaRegularized
, a, b The comma is a punctuation mark that appears in several variants in different languages. Some typefaces render it as a small line, slightly curved or straight, but inclined from the vertical; others give it the appearance of a miniature fille ...
/code> give \Beta(x;\,a,b) and I_x(a,b) , respectively.


See also

*
Beta distribution In probability theory and statistics, the beta distribution is a family of continuous probability distributions defined on the interval
, 1 The comma is a punctuation mark that appears in several variants in different languages. Some typefaces render it as a small line, slightly curved or straight, but inclined from the vertical; others give it the appearance of a miniature fille ...
or (0, 1) in terms of two positive Statistical parameter, parameters, denoted by ''alpha'' (''α'') an ...
and
Beta prime distribution In probability theory and statistics, the beta prime distribution (also known as inverted beta distribution or beta distribution of the second kindJohnson et al (1995), p 248) is an absolutely continuous probability distribution. If p\in ,1/math ...
, two probability distributions related to the beta function *
Jacobi sum In mathematics, a Jacobi sum is a type of character sum formed with Dirichlet characters. Simple examples would be Jacobi sums ''J''(''χ'', ''ψ'') for Dirichlet characters ''χ'', ''ψ'' modulo a prime number ''p'', defined by : J(\chi,\psi) ...
, the analogue of the beta function over
finite field In mathematics, a finite field or Galois field (so-named in honor of Évariste Galois) is a field (mathematics), field that contains a finite number of Element (mathematics), elements. As with any field, a finite field is a Set (mathematics), s ...
s. *
Nørlund–Rice integral In mathematics, the Nørlund–Rice integral, sometimes called Rice's method, relates the ''n''th forward difference of a function to a contour integral on the complex plane. It commonly appears in the theory of finite differences and has also bee ...
*
Yule–Simon distribution In probability and statistics, the Yule–Simon distribution is a discrete probability distribution named after Udny Yule and Herbert A. Simon. Simon originally called it the ''Yule distribution''. The probability mass function (pmf) of the Yule ...


References

* *


External links

* * * Arbitrarily accurate values can be obtained from: *
The Wolfram functions siteEvaluate Beta Regularized incomplete beta
**danielsoper.com
Incomplete beta function calculatorRegularized incomplete beta function calculator
{{Authority control Gamma and related functions Special hypergeometric functions