In: Statistics and Probability
Consider the probability that exactly 95 out of 158 computers will not crash in a day. Assume the probability that a given computer will not crash in a day is 56%. Approximate the probability using the normal distribution.
Solution:
Given that,
P = 0.56
1 - P = 0.44
n = 158
Here,
BIN ( n , P ) that is , BIN (158, 0.564)
then,
n*p = 158 * 0.56 = 88.48 > 5
n(1- P) = 158 * 0.44 = 69.52 > 5
According to normal approximation binomial,
X
Normal
Mean =
= n*P = 158 * 0.56 = 88.48
Standard deviation =
=
n*p*(1-p)
=
1581 * 0.56 * 0.44 = 6.2395
We using countinuity correction factor
P(X = a) = P( a - 0.5 < X < a + 0.5)
P(94.5 < x < 95.5) = P((94.5 - 88.48)/6.2395 ) < (x -
) /
<
(95.5 - 88.48) /6.2395) )
= P(0.9648 < z < 1.1251)
= P(z <1.1251 - P(z < 0.9648)
= 0.8697 - 0.8327 using z - table,
= 0.03704
Probability = 0.03704