In: Statistics and Probability
Using the normal distribution, calculate the following probabilities:
a) P(X≤16|n=50, p=0.70)
b) P(10≤X≤16|n=50, p=0.50)
Solution:
Given that,
a)
P = 0.70
1 - P = 0.30
n = 50
Here, BIN ( n , P ) that is , BIN (50 , 0.70)
then,
n*p = 50*0.70 = 35 > 5
n(1- P) = 50*0.30 = 15 > 5
According to normal approximation binomial,
X Normal
Mean = = n*P = 35
Standard deviation = =n*p*(1-p) = 50*0.70*0.30 = 10.5
We using countinuity correction factor
P( X a ) = P(X < a + 0.5)
P(x < 16.5) = P((x - ) / < (16.5 - 35) / 10.5)
= P(z < -5.70 )
= 0
Probability = 0
b)
P = 0.50
1 - P = 0.50
n = 50
Here, BIN ( n , P ) that is , BIN (50 , 0.50)
then,
n*p = 50*0.50 = 25 >5
n(1- P) = 50*0.50 = 25 >5
According to normal approximation binomial,
X Normal
Mean = = n*P = 25
Standard deviation = =n*p*(1-p) = 50*0.50*0.50 = 12.5
We using countinuity correction factor
P(10 ≤ X ≤ 16) = P(9.5 < X < 16.5)
= P((9.5 - 25) /12.5 < ((x - ) / < (16.5 - 25) /12.5)
= P(-4.38 < Z < -2.40)
= P(Z < -2.40) - P(Z < -4.38)
= 0.0082 - 0
= 0.0082
Probability = 0.0082