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The random variable X has probability distribution given in the table below - Edexcel - A-Level Maths Statistics - Question 3 - 2008 - Paper 2

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The random variable X has probability distribution given in the table below. $$ \begin{array}{|c|c|c|c|c|c|} \hline x & -1 & 0 & 1 & 2 & 3 \\ \hline P(X=x) & p & q ... show full transcript

Worked Solution & Example Answer:The random variable X has probability distribution given in the table below - Edexcel - A-Level Maths Statistics - Question 3 - 2008 - Paper 2

Step 1

the value of p and the value of q.

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Answer

To find the values of p and q, we first note that the sum of all probabilities must equal 1:

p+q+0.2+0.15+0.15=1p + q + 0.2 + 0.15 + 0.15 = 1

This simplifies to:

p+q+0.5=1p + q + 0.5 = 1

Thus, we can express this as:

p+q=0.5p + q = 0.5 \quad \text{(1)}

Next, we can use the expected value equation given by:

E(X)=extsum(ximesP(X=x))E(X) = ext{sum}(x imes P(X=x))

So we calculate:

E(X)=(1)p+0(q)+1(0.2)+2(0.15)+3(0.15)E(X) = (-1)p + 0(q) + 1(0.2) + 2(0.15) + 3(0.15)

This simplifies to:

E(X)=p+0+0.2+0.3+0.45=p+0.95E(X) = -p + 0 + 0.2 + 0.3 + 0.45 = -p + 0.95

Setting this equal to the given expected value:

p+0.95=0.55-p + 0.95 = 0.55

We can rearrange this to find p:

p=0.550.95-p = 0.55 - 0.95 p=0.4-p = -0.4

Thus:

p=0.4p = 0.4

Using equation (1) to find q, we substitute p into the equation:

0.4+q=0.50.4 + q = 0.5 q=0.50.4q = 0.5 - 0.4

So:

q=0.1q = 0.1

Step 2

Var(X).

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Answer

The variance is computed using the formula:

Var(X)=E(X2)(E(X))2Var(X) = E(X^2) - (E(X))^2

First, we calculate E(X^2):

E(X2)=(1)2imesp+02imesq+12imes0.2+22imes0.15+32imes0.15E(X^2) = (-1)^2 imes p + 0^2 imes q + 1^2 imes 0.2 + 2^2 imes 0.15 + 3^2 imes 0.15

This gives:

E(X2)=1p+0+0.2+0.6+1.35=p+2.15E(X^2) = 1p + 0 + 0.2 + 0.6 + 1.35 = p + 2.15

Substituting

Step 3

E(2X - 4).

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Answer

To find E(2X - 4), we can use the linearity of expectation:

E(2X4)=2E(X)4E(2X - 4) = 2E(X) - 4

We have already calculated E(X) = 0.55, so:

E(2X4)=2(0.55)4E(2X - 4) = 2(0.55) - 4 =1.14= 1.1 - 4 =2.9= -2.9

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