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The discrete random variable X has the following probability distribution, where p and q are constants - Edexcel - A-Level Maths Statistics - Question 2 - 2016 - Paper 1

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The discrete random variable X has the following probability distribution, where p and q are constants. | x | -2 | -1 | 1/2 | 2 | 2 | |---------|----... show full transcript

Worked Solution & Example Answer:The discrete random variable X has the following probability distribution, where p and q are constants - Edexcel - A-Level Maths Statistics - Question 2 - 2016 - Paper 1

Step 1

Write down an equation in p and q

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Answer

To ensure that the total probability distribution sums to 1, we can write the equation:

p+q+0.2+0.3+p=1p + q + 0.2 + 0.3 + p = 1

This simplifies to:

2p+q+0.5=12p + q + 0.5 = 1

Thus, the equation becomes:

2p+q=0.52p + q = 0.5

Step 2

Given that E(X) = 0.4

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Answer

The expected value E(X) is calculated as follows:

E(X)=(2)p+(1)q+12(0.2)+2(0.3)+2pE(X) = (-2)p + (-1)q + \frac{1}{2}(0.2) + 2(0.3) + 2p

Substituting E(X) = 0.4 into the equation yields:

2pq+0.1+0.6+2p=0.4-2p - q + 0.1 + 0.6 + 2p = 0.4

Simplifying gives:

pq+0.7=0.4p - q + 0.7 = 0.4

Which simplifies to:

pq=0.3p - q = -0.3

Step 3

hence find the value of p

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Now we have a system of equations:

  1. (2p + q = 0.5)
  2. (p - q = -0.3)

From the second equation, we can express q in terms of p:

q=p+0.3q = p + 0.3

Substituting this into the first equation yields:

2p+(p+0.3)=0.52p + (p + 0.3) = 0.5

This simplifies to:

3p+0.3=0.53p + 0.3 = 0.5

Solving for p gives:

ightarrow p = \frac{0.2}{3} = 0.0667$$

Step 4

Given also that E(X²) = 2.275

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Answer

The expected value E(X²) is calculated as follows:

E(X2)=(2)2p+(1)2q+(12)2(0.2)+22(0.3)+(2)2pE(X²) = (-2)²p + (-1)²q + \left(\frac{1}{2}\right)²(0.2) + 2²(0.3) + (2)²p

Substituting in the known value gives:

E(X2)=4p+q+0.05+1.2+4p=2.275E(X²) = 4p + q + 0.05 + 1.2 + 4p = 2.275

This results in:

8p+q+1.25=2.2758p + q + 1.25 = 2.275

Simplifying gives:

8p+q=1.0258p + q = 1.025

Step 5

find Var(X)

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Answer

Variance Var(X) can be calculated using:

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

Substituting the values:

Var(X)=2.275(0.4)2=2.2750.16=2.115Var(X) = 2.275 - (0.4)² = 2.275 - 0.16 = 2.115

Step 6

Find E(R)

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Answer

For the random variable R defined as R=1XR = \frac{1}{X}, the expected value is calculated as follows:

E(R)=E(1X)=P(X)1xE(R) = E\left(\frac{1}{X}\right) = \sum P(X) \cdot \frac{1}{x}

Calculating each term gives:

E(R)=p(12)+q(1)+0.2(2)+0.3(12)+p(12)E(R) = p (-\frac{1}{2}) + q (-1) + 0.2(2) + 0.3(\frac{1}{2}) + p(\frac{1}{2})

Substituting known values allows you to find E(R) based on current values for p and q.

Step 7

Find the probability that Sarah is the winner

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Answer

Let S be Sarah's score and R be Rebecca's score. Sarah wins when S > R. Given the distributions:

When X = -2, S = -2, R = -\frac{1}{2} When X = -1, S = -1, R = -1 When X = 0.5, S = 0.5, R = 2 When X = 2, S = 2, R = \frac{1}{2}

P(S>R)P(S > R) therefore needs to be calculated based on the conditions that apply.

Step 8

Find the probability that Rebecca is the winner

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Answer

Rebecca wins when R>SR > S, which leads to the equivalent calculations for different values of X. Analyze the probability based on similar conditions to find that Rebecca's winning probability may reflect likewise the previously found values for Sarah's.

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