Gamma, Beta, and Stirling 1 Gamma function The gamma function can be defined as an improper definite integral: Z ∞ Γ(α) = tα−1 e−t dt 0 To get its most notable property, let’s do integration by parts on Γ(α + 1) (it’s a little easier to add 1) using u = tα , dv = e−t , so that du = αtα−1 , v = −e−t Z ∞ tα e−t dt (1) Γ(α + 1) = 0 Z ∞ = tα (−e−t )|∞ − (−e−t )(αtα−1 dt) (2) 0 0 Z ∞ = (0 − 0) + α tα−1 e−t dt (3) 0 = αΓ(α) (4) R ∞ −t Since we can do Γ(1) = 0 e dt = 1 easily, then we get Γ(2) = 1×Γ(1) = 1, and then Γ(3) = 2Γ(2) = 2, and then the more general Γ(k + 1) = k! for any integer k > 0. Handling zero and negative values, where Γ(x) goes to ∞, requires more tools. √ One case that requires a different approach is Γ(1/2) = π. The behavior for large values is described by Stirling’s formula: √ Γ(x + 1) = 2π x+1/2 −x x→∞ x e lim 2 Rescale Gamma Integral If we rescale the variable in the integral we can change the variable of integration to simplify. Here change with s = at, so ds = adt, leading to the following: Z ∞ Z ∞ Z ∞ tα−1 e−at dt = (s/a)α−1 e−s (ds/a) = a−α sα−1 e−s ds = Γ(α)/aα 0 3 0 0 Beta integral The Beta integral begins with two gamma integrals in variables s and t, and then changing variables: s + t = u on (0, ∞] and s/(s + t) = v on (0, 1). The inverse function has then s = uv and t = u(1 − v), and the Jacobian of the transformation has determinant −u. ds/du ds/dv v u J= = dt/du dt/dv 1 − v −u 1 The sequence of integrals then becomes: Z Z ∞ sα−1 e−s ds × Γ(α)Γ(β) = tβ−1 e−t dt (5) (uv)α−1 e−uv (u(1 − v))β−1 e−u(1−v) | − u|dudv Z 1 Z ∞ uα+β−1 e−u du v α−1 (1 − v)β−1 dv = (6) 0 0 Z 1 Z = 0 0 ∞ ∞ 0 (7) 0 Z = 1 v α−1 (1 − v)β−1 dv × Γ(α + β) 0 From this last result, we can view the following as the beta integral: Z 1 Γ(α)Γ(β) v α−1 (1 − v)α−1 dv = Γ(α + β) 0 jfm, 02 July 2015 2 (8)
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