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Discrete Probability Distributions: part 1 1. Consider the experiment of rolling two dice. a.) Define a random variable that

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Answer #1

a)

When we roll a fair die possible outcomes are 1, 2, 3, 4, 5, and 6.

Let X is a random variable shows the minimum of two dice. That is X can take value 1, 2, 3, 4, 5 or 6.

b)

As the value of X increases, it probability decrease. Since X shows minimum of two values so chance to get X=1 must be higher than chances to get X=6. So distribution must be skewed to right. It is not symmetric.

c)

Following is the sample space of the rolling of two fair dice and minimum of two:

S=\begin{Bmatrix} (1,1)=1 &(1,2)=1 &(1,3)=1 & (1,4)=1 &(1,5)=1 & (1,6)=1\\ (2,1)=1 &(2,2)=2 &(2,3)=2 & (2,4)=2 &(2,5)=2 & (2,6)=2 \\ (3,1)=1 &(3,2)=2 &(3,3)=3 & (3,4)=3 &(3,5)=3 & (3,6)=3\\ (4,1)=1 &(4,2)=2 &(4,3)=3 & (4,4)=4 &(4,5)=4 & (4,6)=4\\ (5,1)=1 &(5,2)=2 &(5,3)=3 & (5,4)=4 &(5,5)=5 & (5,6)=5\\ (6,1)=1 &(6,2)=2 &(6,3)=3 & (6,4)=4 &(6,5)=5 & (6,6)=6 \end{Bmatrix}

Here in each outcome, first number shows outcome of first die and second number of shows outcome of second die. After equal to sign minimum of two numbers is shown.

The pdf of X is:

X P(X=x) P(X=x)
1 11/36 0.3056
2 9/36 0.25
3 7/36 0.1944
4 5/36 0.1389
5 3/36 0.0833
6 1/36 0.0278
Total 1 1

Following is the graph:

phpRdt9Vj.png

As expected graph is skewed to right. It is not symmetric.

(c)

Following table shows the calculations:

X P(X=x) xP(X=x) x^2*P(X=x)
1 0.3056 0.3056 0.3056
2 0.25 0.5 1
3 0.1944 0.5832 1.7496
4 0.1389 0.5556 2.2224
5 0.0833 0.4165 2.0825
6 0.0278 0.1668 1.0008
Total 2.5277 8.3609

The mean is

E(X) P(X )2.5277

The variance is

ΣΡΙ -ΣΡ- rP(X) Var(X) = x) 8.3609 2.52772 1.9716

The standard deviation is

2 P(X) P(X r) 1.4041

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