The pmf of the amount of memory X (GB) in a purchased flash drive is given as th

Bergen

Bergen

Answered question

2021-09-20

The pmf of the amount of memory X (GB) in a purchased flash drive is given as the following.
x124816p(x)0.050.100.300.450.10
a) Compute E(X). (Enter your answer to two decimal places.) GB
b) Compute V(X) directly from the definition. (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

smallq9

smallq9

Skilled2021-09-21Added 106 answers

Step 1
The expected value of X is obtained below:
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 expected value of random variable X is obtained by summation of product of values of x and the corresponding probabilities.
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)]

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