Question

In: Statistics and Probability

Three tables listed below show random variables and their probabilities. However, only one of these is...

Three tables listed below show random variables and their probabilities. However, only one of these is actually a probability distribution.

A

B

C

x

P(x)

x

P(x)

x

P(x)

25

0.1

25

0.1

25

0.1

50

0.6

50

0.6

50

0.6

75

0.1

75

0.1

75

0.1

100

0.2

100

0.4

100

0.6

a. Which of the above tables is a probability distribution?

(Click to select)  A  B  C

b. Using the correct probability distribution, find the probability that x is: (Round the final answers to 1 decimal place.)

1. Exactly 75 =   
2. No more than 75 =   
3. More than 75 =   

c. Compute the mean, variance, and standard deviation of this distribution. (Round the final answers to 2 decimal places.)

1. Mean µ   
2. Variance σ2   
3. Standard deviation σ   

Solutions

Expert Solution

Part a

Which of the above tables is a probability distribution?

Answer: A

(Because the sum of probabilities for a probability distribution in table A is 1, so this is a probability distribution. For table B and C, the sum of probabilities is not equal to 1.)

Part b

Required probabilities are given as below:

1.

Exactly 75 = P(X=75) = 0.1

Answer: 0.1

2.

No more than 75 = P(X=25) + P(X=50) + P(X=75) = 0.1+0.6+0.1 = 0.8

Answer: 0.8

3.

More than 75 = P(X=100) = 0.2

  Answer: 0.2

Part c

Formulas for mean, variance, and standard deviation are given as below:

Mean = µ = ∑X*P(X)

Variance = σ2 = ∑(X - µ)2*P(X)

Standard deviation = σ = sqrt[∑(X - µ)2*P(X)]

Calculation table is given as below:

X

P(X)

XP(X)

(X - mean)^2

(X - mean)^2*P(X)

25

0.1

2.5

1225

122.5

50

0.6

30

100

60

75

0.1

7.5

225

22.5

100

0.2

20

1600

320

Total

1

60

525

Mean = µ = ∑X*P(X) = 60

Variance = σ2 = ∑(X - µ)2*P(X) = 525

Standard deviation = σ = sqrt[∑(X - µ)2*P(X)] = sqrt(525) = 22.91287847

1.

Mean µ

  60.00

2.

Variance σ2

  525.00

3.

Standard deviation σ

  22.91


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