In: Statistics and Probability
If the probability of winning a slot machine is 5% and you are going to play 500 pulls. Using a normal approximation. What’s the probability that you win less than 40? What’s the probability that you win 30?
P = 0.05
1 - P = 0.95
n = 500
Here, BIN ( n , P ) that is , BIN (500 , 0.05)
According to normal approximation binomial,
X Normal
Mean = = n*P = 25
Standard deviation = =n*p*(1-p) = 23.75
We using continuity correction factor
The probability that you win less than 40
P(X < a ) = P(X < a - 0.5)
P(x < 39.5) = P((x - ) / < (39.5 - 25) / 23.75)
= P(z < 2.94)
Probability = 0.9984
The probability that you win 30
P(X = a) = P( a - 0.5 < X < a + 0.5)
P(29.5 < x < 30.5) = P((29.5 - 25)/ 23.75) < (x - ) / < (30.5 - 25) / 23.75) )
= P(0.92 < z < 1.13)
= P(z < 1.13) - P(z < 0.92)
= 0.8708 - 0.8212
Probability = 0.0496