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Which of the following is a valid probability distribution?

Which of the following is a valid probability distribution?-example-1
Which of the following is a valid probability distribution?-example-1
Which of the following is a valid probability distribution?-example-2
Which of the following is a valid probability distribution?-example-3
Which of the following is a valid probability distribution?-example-4

2 Answers

7 votes

Answer:D

Explanation:

User Thr
by
5.2k points
3 votes

Answer:

The valid probability distribution is:

Probability distribution D.

Explanation:

Probability distribution--

The probability distribution of a discrete variable is the list of the possible value 'x' and the probability of x at one trial.

The probability distribution for a variable x satisfies the following two properties:

  • Each probability i.e. P(x) must lie between 0 and 1.

i.e. 0≤P(x)≤1.

  • Sum of all the probabilities must be 1.

i.e. ∑ P(x)=1 .

Now we check which probability distribution satisfies this property:

Probability Distribution A:

x P(x)

1 0.2

2 0.2

3 0.2

4 0.2

5 0.2

6 0.2

---------------------------------------

∑ P(x)=1.2≠1

Hence, Probability distribution A is not a valid probability distribution.

Probability Distribution B:

x P(x)

1 0.1

2 0.2

3 0.3

4 0.3

5 0.2

6 0.1

---------------------------------------

∑ P(x)=1.2≠1

Hence, Probability distribution B is not a valid probability distribution.

Probability Distribution C:

x P(x)

1 0.1

2 0.2

3 0.4

4 0

5 0.1

6 0.1

---------------------------------------

∑ P(x)=0.9≠1

Hence, Probability distribution C is not a valid probability distribution.

Probability Distribution D:

x P(x)

1 0.2

2 0.1

3 0.1

4 0.5

5 0

6 0.1

---------------------------------------

∑ P(x)=1

Also,

for each x, 0≤P(x)≤1

Hence, Probability distribution D is a valid probability distribution.

User Wrren
by
5.6k points
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