In: Statistics and Probability
Liam is a professional darts player who can throw a bullseye 70%
of the time.
If he throws a dart 250 times, what is the probability he hits a
bulls eye:
a.) At least 195 times?
b.) No more than 175 times?
c.) between 160 and 195 times (including 160 and
195)?
Use the Normal Approximation to the Binomial distribution to answer
this question.
Solution:
Given that,
P = 0.70
1 - P = 0.30
n = 250
Here, BIN ( n , P ) that is , BIN (250 , 0.70)
According to normal approximation binomial,
X Normal
Mean = = n*P = 175
Standard deviation = =n*p*(1-p) = 52.5
We using continuity correction factor
a)
P(X a ) = P(X > a - 0.5)
P(x > 194.5) = 1 - P(x < 194.5)
= 1 - P((x - ) / < (194.5 - 175) / 52.5)
= 1 - P(z < 2.69)
= 1 - 0.9964
= 0.0036
Probability = 0.0036
b)
P( X a ) = P(X < a + 0.5)
P(x < 175.5) = P((x - ) / < (175.5 - 175) / 52.5)
= P(z < 0.069)
Probability = 0.5275
c)
P( a - 0.5 X b + 0.5) = P( a - 0.5 < X < b + 0.5)
P(159.5 < x < 195.5) = P((159.5 - 175)/ 52.5) < (x - ) / < (195.5 - 175) / 52.5) )
= P(-2.14 < z < 2.83)
= P(z < 2.83) - P(z < -2.14)
= 0.9977 - 0.0162
Probability = 0.9815