In: Statistics and Probability
Based on previous experience, the production manager knows that 5% of components produced in one production process have a defect. Let's take a sample of six components.
a) The probability that a random variable takes a value less than 3 is: Odgovor
b) The expected value of the random variable is: Odgovor
c) The standard deviation of the random variable is:Odgovor
Given:
Probability of success = p = 0.05
Number of sample = n = 6
Let X be the random variable.
X ~ Binomial (n=6, p=0.05)
The probability density function of binomial distribution is given by
P(X=X) = (nCx) * p^x (1-p)^n-x
a) The probability that a random variable takes a value less than 3 :
P(X < 3) = P(X=0 + P(X=1) + P(X=2)
= (6Cx) * (0.05)^x (1-0.05)^6-x
= 0.9978
P(X < 3) = 0.9978
The probability that a random variable takes a value less than 3 is 0.9978
b) The expected value of the random variable:
E(X) = n*p = 6*0.05 = 0.3
c) The standard deviation of the random variable :
SD(X) = √np(1-p) = √6*0.05(1-0.05) = √0.3*0.95 = 0.534