Binomial Distribution

Definition

The binomial distribution is the number of times some outcome occurs out of n independent trials, each having the same probability of “success” p.

Mathematics

The PMF is :

P(X=k)=(nk)pk(1−p)n−k,k=0,1,…,n.
Binomial Coefficient

If n is the number of objects in a set and k is the subset. The binomial coefficient is

(nk)=n!(n−k)!k!,

where we read this as "n choose k"

Assumptions

Each trial is independent, the probability of success is the same for every trial, and the number of trials is fixed in advance.

Properties

Mean: np
Variance: np(1−p)

Relationship

  1. You can have a normal approximation Normal Distribution to the binomial theorem (under specific conditions) through the
  2. The distribution converges to a Poisson Distributions as n increases, p goes to infinity, and np approaches λ

Confidence interval

Interesting article about not using Wald: https://www.econometrics.blog/post/don-t-use-the-textbook-ci-for-a-proportion/

References

  1. http://stratigrafia.org/8370/rtips/proportions.html