In: Statistics and Probability
Suppose that we roll a die 166 times. What is the approximate probability that the sum of the numbers obtained is between 544 and 606, inclusive.
(if possible, could you explain the steps/ state theorems used). Thank you :)
Let define random variables X1,X2,...,X166 represents number on 1st roll, 2nd roll,..., 166th roll.
When we roll a die the possible outcomes are
S={1,2,3,4,5,6}
X1~U[1,6] (X1 follow discrete uniform distribution)
X2~U[1,6] (X2 follow discrete uniform distribution)
.
.
.
X166~U[1,6] (X166 follow discrete uniform distribution)
So, the mean and variance of Xi are given by
Let define a random variable Y that represent sum of the numbers on 166 roll of die.
Y=X1+X2+...+X166
The mean and variance of Y is given by
By central limit theorem, the approximate distribution of Y is ,
We need to find the P(544<Y<606)
The probability is 0.82572674 of sum lies between 544 and 606.