Probability Distributions

Math
Flashcards for probability distributions. Includes PDF, CDF, mean, variance, median, mode, MGF for probability distributions: uniform, binomial, exponential, geometric, normal, lognormal, poisson, gamma.

Sample Data

name Exponential distribution
PDF \lambda e^{-\lambda k}
CDF 1 - e^{-\lambda k}
mean 1/\lambda
var 1/\lambda^2
median \ln(2)/\lambda
mode 0
MGF \frac{\lambda}{\lambda-t}
notes
Tags
name Gamma distribution
PDF \frac{\beta^{\alpha}}{\Gamma(\alpha)} x^{\alpha-1}e^{-\beta x}
CDF \frac{1}{\Gamma(\alpha)} \gamma(\alpha, \beta x)
mean \alpha/\beta
var \alpha \ \beta^2
median
mode (\alpha-1)/\beta
MGF (1-\frac{t}{\beta})^{-\alpha}
notes
Tags
name Geometric distribution
PDF pq^{k-1}
CDF 1-q^k
mean 1/p
var \frac{q}{p^2}
median
mode 1
MGF
notes p=1-q
Tags
0 Cards
0 Likes
5 Ratings
0 Downloads