Monday, May 30, 2011

Section 2.4 - The Binomial Distribution—Bernoulli Trials

A Bernoulli trial produces an outcome which satisfies a criterion with probability p, and so fails to satisfy the criterion with compliment probability q=1p. What is the probability that n successive, independent Bernoulli trials results in exactly k satisfactory outcomes?

The compound outcome is an arrangement of k satisfactory outcomes and nk unsatisfactory outcomes. Because the Bernoulli-trial outcomes are independent, the outcome probabilities are multiplied to get the combined-outcome probability, and because multiplication is commutative, any individual compound outcome has probability pkqnk. There are C(n,k) such compound outcomes, and the probability that n successive, independent Bernoulli trials results in exactly 0kn satisfactory outcomes when satisfactory outcomes have probability p is b(k;n,p)=C(n,k)pkqnk
The compound-outcome sample space is not uniform. Even if p=1/2,? C(n,k) varies with k; the variation becomes more complex when pq.