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Question

State which of the following are not the probability distributions of a random variable. Give reasons for your answer.

(i)

X

0

1

2

P (X)

0.4

0.4

0.2

(ii)

X

0

1

2

3

4

P (X)

0.1

0.5

0.2

− 0.1

0.3

(iii)

Y

−1

0

1

P (Y)

0.6

0.1

0.2

(iv)

Z

3

2

1

0

−1

P (Z)

0.3

0.2

0.4

0.1

0.05

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Solution

It is known that the sum of all the probabilities in a probability distribution is one.

(i) Sum of the probabilities = 0.4 + 0.4 + 0.2 = 1

Therefore, the given table is a probability distribution of random variables.

(ii) It can be seen that for X = 3, P (X) = −0.1

It is known that probability of any observation is not negative. Therefore, the given table is not a probability distribution of random variables.

(iii) Sum of the probabilities = 0.6 + 0.1 + 0.2 = 0.9 ≠ 1

Therefore, the given table is not a probability distribution of random variables.

(iv) Sum of the probabilities = 0.3 + 0.2 + 0.4 + 0.1 + 0.05 = 1.05 ≠ 1

Therefore, the given table is not a probability distribution of random variables.


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