Math 2.0

Probability theory and stochastic processes Definition

Gamma distribution

Builds on Probability density functionExponential distribution

Definition

Let α>0\alpha > 0 and β>0\beta > 0. The gamma distribution with shape α\alpha and rate β\beta is the distribution on ℝ\mathbb{R} with the probability density function f(x)={βαΓ(α)xα−1e−βxif x>0,0if x≤0,f(x) = \begin{cases} \dfrac{\beta^\alpha}{\Gamma(\alpha)} x^{\alpha - 1} e^{-\beta x} & \text{if } x > 0, \\ 0 & \text{if } x \le 0, \end{cases} with the gamma function Γ(α)=∫0∞tα−1e−t dt\Gamma(\alpha) = \int_0^\infty t^{\alpha - 1} e^{-t} \, dt. One writes X∼Gamma⁡(α,β)X \sim \operatorname{Gamma}(\alpha, \beta).

Remarks

The mean is α/β\alpha / \beta and the variance is α/β2\alpha / \beta^2. Another common form uses the scale θ=1/β\theta = 1/\beta. Gamma⁡(1,β)\operatorname{Gamma}(1, \beta) is the exponential distribution with rate β\beta. For an integer n≥1n \ge 1, Gamma⁡(n,β)\operatorname{Gamma}(n, \beta) is the law of a sum of nn independent Exp⁡(β)\operatorname{Exp}(\beta) random variables. It is the Erlang distribution. If X∼Gamma⁡(α1,β)X \sim \operatorname{Gamma}(\alpha_1, \beta) and Y∼Gamma⁡(α2,β)Y \sim \operatorname{Gamma}(\alpha_2, \beta) are independent, then X+Y∼Gamma⁡(α1+α2,β)X + Y \sim \operatorname{Gamma}(\alpha_1 + \alpha_2, \beta). The chi-squared distribution with kk degrees of freedom is Gamma⁡(k/2,1/2)\operatorname{Gamma}(k/2, 1/2).

Reading path

To understand this page from the ground up, read these 44 pages in order. The foundations come first.

  1. Construction of the reals from Cauchy sequences concept
  2. Element definition
  3. Integers object
  4. Ordered field definition
  5. Proposition concept
  6. Random experiment concept
  7. Rational numbers object
  8. Real numbers object
  9. Set definition
  10. Ring of integers statement
  11. Disjunction definition
  12. Implication definition
  13. Predicate definition
  14. Ordered pair definition
  15. Union definition
  16. Sample space definition
  17. The rationals form a field statement
  18. Existential quantifier definition
  19. Universal quantifier definition
  20. Cartesian product definition
  21. Subset definition
  22. The rationals form an ordered field statement
  23. Uniqueness quantifier definition
  24. Binary relation definition
  25. Universal set definition
  26. Order on the reals definition
  27. Power set definition
  28. Complement definition
  29. Function definition
  30. Interval definition
  31. Preimage of a set definition
  32. Sigma-algebra definition
  33. Event definition
  34. Borel sigma-algebra definition
  35. Probability axioms concept
  36. Probability measure definition
  37. Probability distribution definition
  38. Probability space definition
  39. Random variable definition
  40. Cumulative distribution function definition
  41. Random variable with a density definition
  42. Probability density function definition
  43. Exponential distribution definition
  44. Gamma distribution definition

Where this leads

15 pages build on this one.

Further reading

  1. Web https://en.wikipedia.org/wiki/Gamma_distribution, Definitions
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Tag06395GBNWD
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Kinddefinition
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MSC60E05
DefinesGamma distribution
UsesProbability density function, Exponential distribution

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