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The discrete random variable X has probability distribution given by | x | -1 | 0 | 1 | 2 | 3 | |-----|-------|------|------|-----|-----| | P(X = x) | 1/5 | a | 1/10 | a | 1/5 | where a is a constant - Edexcel - A-Level Maths Statistics - Question 3 - 2010 - Paper 2

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The-discrete-random-variable-X-has-probability-distribution-given-by--|-x---|--1----|-0----|-1----|-2---|-3---|-|-----|-------|------|------|-----|-----|-|-P(X-=-x)-|-1/5--|-a----|-1/10-|-a---|-1/5-|--where-a-is-a-constant-Edexcel-A-Level Maths Statistics-Question 3-2010-Paper 2.png

The discrete random variable X has probability distribution given by | x | -1 | 0 | 1 | 2 | 3 | |-----|-------|------|------|-----|-----| | P(X = x) ... show full transcript

Worked Solution & Example Answer:The discrete random variable X has probability distribution given by | x | -1 | 0 | 1 | 2 | 3 | |-----|-------|------|------|-----|-----| | P(X = x) | 1/5 | a | 1/10 | a | 1/5 | where a is a constant - Edexcel - A-Level Maths Statistics - Question 3 - 2010 - Paper 2

Step 1

Find the value of a.

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Answer

For the probability distribution to be valid, the sum of probabilities must equal 1:

rac{1}{5} + a + rac{1}{10} + a + rac{1}{5} = 1.

Simplifying gives:
rac{1}{5} + rac{1}{5} + rac{1}{10} + 2a = 1
rac{2}{5} + rac{1}{10} + 2a = 1
Converting rac{2}{5} to tenths:
rac{4}{10} + rac{1}{10} + 2a = 1
rac{5}{10} + 2a = 1
2a = 1 - rac{5}{10}
2a = rac{5}{10}
Thus, we find a = rac{1}{4} = 0.25.

Step 2

Write down E(X).

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Answer

To calculate the expected value E(X):
E(X) = extsumof(xiimesP(X=xi)) ext{sum of } (x_i imes P(X = x_i)):

E(X) = (-1) imes rac{1}{5} + (0) imes rac{1}{4} + (1) imes rac{1}{10} + (2) imes rac{1}{4} + (3) imes rac{1}{5}
Calculating gives:
E(X) = - rac{1}{5} + 0 + rac{1}{10} + rac{2}{4} + rac{3}{5}
Combining the values leads to:

E(X) = - rac{1}{5} + rac{1}{10} + rac{1}{2} + rac{3}{5} = rac{3.1}{1}.

Step 3

Find Var(X).

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Answer

Variance is given by:
Var(X) = E(X^2) - [E(X)]^2.

First, calculate E(X²):
E(X2)=(1)2imesP(X=1)+(0)2imesP(X=0)+(1)2imesP(X=1)+(2)2imesP(X=2)+(3)2imesP(X=3)E(X^2) = (-1)^2 imes P(X = -1) + (0)^2 imes P(X = 0) + (1)^2 imes P(X = 1) + (2)^2 imes P(X = 2) + (3)^2 imes P(X = 3)
E(X^2) = 1 imes rac{1}{5} + 0 + 1 imes rac{1}{10} + 4 imes rac{1}{4} + 9 imes rac{1}{5}
Calculating leads us to:

E(X^2) = rac{1}{5} + rac{1}{10} + 1 + rac{9}{5} = rac{23}{10}.
Then,

Var(X) = rac{23}{10} - (3.1)^2 = rac{23}{10} - rac{61}{100} = rac{21.0}{5}.

Step 4

Find Var(Y).

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Answer

To find Var(Y), we use the formula:
Var(Y) = Var(-2X) = (-2)^2 Var(X) = 4 Var(X). After calculating:
Var(Y) = 4 imes rac{21}{5} = rac{84}{5}.

Step 5

Calculate P(X ≥ Y).

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Answer

We need to evaluate the cases when X = -1, 0, 1 for Y = 6 - 2X:

  1. When X=1X = -1, Y=8Y = 8.
  2. When X=0X = 0, Y=6Y = 6.
  3. When X=1X = 1, Y=4Y = 4.
  4. When X=2X = 2, Y=2Y = 2.
  5. When X=3X = 3, Y=0Y = 0.
    To find P(X ≥ Y):
    P(X ≥ Y) is equivalent to the sum of the probabilities for X taking values where it is greater than or equal to Y. After identifying, the relevant probabilities sum to: P(X ≥ Y) = rac{1}{5} + rac{1}{4} + rac{1}{5} = rac{9}{20}.

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