In: Statistics and Probability
I have a 6 sided die with the numbers 1, 2, 3, 3, 4, 5 on it. I also have a hat filled with numbers. When I pick a number out of the hat, I get a number between 1 and 10. The hat number has a mean of 2 and a standard deviation of 2.5. I make a new random variable by combining these two previous random variables. The new random variable is made by taking the number I get from the hat and multiplying it by 7 and then adding 3. Then I add the number I rolled on the die. For example if I pick a 6 out of the hat and roll a 2 on the die my new random variable is 7(6) + 3 + 2 = 47.
What is the mean and standard deviation of the new random variables?
The out comes of a 6 sided die are 1,2,3,3,4,5.
The probability of each outcome is equally likely.
let x be the random variable that shows the out come of 6 sided die.
The probability distribution of x is as follows:
x | 1 | 2 | 3 | 3 | 4 | 5 |
P(x) | 1/6 | 1/6 | 1/6 | 1/6 | 1/6 | 1/6 |
This can again written as follows:
x | 1 | 2 | 3 | 4 | 5 |
p(x) | 1/6 | 1/6 | 2/6 | 1/6 | 1/6 |
The mean of x:
Variance of x ,
Let Y be the number picked from the hat.
Mean E(Y)= 2 and = 2.5
Then now random variable z.
Z= 7y+3+x
Mean of Z ,
E(Z)=E(7y+3+x)
=E(7y)+E(3)+E(x)
= 7E(y)+3+E(x)
=(7*2)+3+3
= 20
Var(Z)=Var(7y+3+x)
= 72 var(y)+var(3+x)
=49 var(y) +var(3)+var(x)
= 49 * (2.5)2 + 0 + 5/3 (variance o constant is 0)
= 3695 / 12
standard deviation of Z = z =
z =
z = 17.54755
The mean of new random variable = 20
standard deviation of new random variable = 17.5476