The pmf of the amount of memory X (GB) in a purchased flash drive is given as the following. \begin{array}{|c|c|}\hline x & 1 & 2 & 4 & 8 & 16 \\ \hli

Tahmid Knox

Tahmid Knox

Answered question

2021-05-21

The PMF for a flash drive with X (GB) of memory that was purchased is shown below.
x124816p(x)0.050.100.300.450.10 
a) Compute E(X). (Enter your answer to two decimal places.) GB 
b) Directly from the definition, compute V(X). (Enter your answer to four decimal places.) GB2 
c) Compute the standard deviation of X. (Round your answer to three decimal places.) GB 
d) Compute V(X) using the shortcut formula. (Enter your answer to four decimal places.) GB2

Answer & Explanation

Margot Mill

Margot Mill

Skilled2021-05-22Added 106 answers

Step 1 
Below is how the expected value of X was determined:
From the given information, the random variable X represents the amount of memory in a purchased flash drive and it takes the values 1, 2, 4, 8 and 16. 
Consider, 
E(X)=x=1,2,4,8,16xPX(x) 
=(1×P((x=1))+(2×P(x=2))+(4×P(x=4))+(8×P(x=8))+(16×P(x=16)) 
=(1×0.05)+(2×0.10)+(4×0.3)+(8×0.45)+(16×0.10) 
=0.05+0.2+1.2+3.6+1.6 
=6.65 
The product of the values of x and the corresponding probabilities yields the expected value of random variable X.
Step 2 
The variance of random variable X is, 
V(X)=E(X2)[E(X)]2 
Consider, 
E(X2)=x2PX(x) 
=[(12×P(x=1))+(22×P(x=2))+(42×P(x=4))+(82×P(x=8))+(162×P(x=16))] 
=(12×0.05)+(22×0.10)+(42×0.3)+(82×0.45)+(162×0.10) 
=0.05+0.4+4.8+28.8+25.6 
=59.65 
Thus, the value of E(X2) is 59.65 
V(X)=E(X2)[E(X)]2 
=59.65(6.65)2 
=15.4275 
The variance of the random variable X is obtained by subtracting the square of expected value of X from the expected value of X2 The variance represents the square of the spread of the amount of memory in a purchased flash drive around the mean. 
Step 3 
The standard deviation of random variable is, 
σ=V(X) 
=15.4275 
=3.9278 
The standard deviation of the random variable X is obtained by taking square root of the variance. The spread of the amount of memory in a purchased flash drive is 3.9278 times around the mean. 
Step 4 
The variance of random variable X is, 
V(X)=E[(XE(X))2] 
=x[(XE(X))2×P(X=x)] 
=x[(X6.65)2×P(X=x)] 
{[(16.65)2×P(X=1)]+[(26.65)2×P(X=2)]+[(46.65)2×P(X=4)]+[(86.65)2×P(X=8)]+[(166.65)2×P(X=16)]} 
{[(16.65)2×0.05]+[(26.65)2×0.1]+[(46.65)2×0.3]+[(86.65)2×0.45]+[(166.65)2×0.10]} 
 

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