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Gamma Distribution Calculator

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Gamma Distribution: Definition, Formula, and Applications

Gamma Distribution

Definition: The gamma distribution is a continuous probability distribution that arises naturally in processes for which the waiting times between events are relevant.

Formula:The probability density function (PDF) is given by:f(x;α,θ)=xα1ex/θθαΓ(α),x>0f(x; \alpha, \theta) = \frac{x^{\alpha-1} e^{-x/\theta}}{\theta^\alpha \Gamma(\alpha)}, \quad x > 0Where:Γ(α)=0tα1etdt\Gamma(\alpha) = \int_0^\infty t^{\alpha-1} e^{-t} dt

Where:

  • α\alpha is the shape parameter (determines the basic shape)
  • θ\theta is the scale parameter (stretches/compresses the distribution)
  • Γ(α)\Gamma(\alpha) is the gamma function

Properties

  • Mean: E(X)=αθE(X) = \alpha\theta
  • Variance: Var(X)=αθ2\text{Var}(X) = \alpha\theta^2
  • Mode: (α1)θ(\alpha-1)\theta for α1\alpha \geq 1
  • Support: (0,)(0, \infty)
  • Special cases:
    • When α=1\alpha = 1, reduces to exponential distribution
    • When α=n/2,θ=2\alpha = n/2, \theta = 2, becomes chi-square distribution with n degrees of freedom
    • For large α\alpha, approaches normal distribution

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