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When Rohit plays a game, the number of points he receives is given by the discrete random variable $X$ with the following probability distribution - Edexcel - A-Level Maths Statistics - Question 3 - 2009 - Paper 1

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When Rohit plays a game, the number of points he receives is given by the discrete random variable $X$ with the following probability distribution. | $x$ | 0 | 1 ... show full transcript

Worked Solution & Example Answer:When Rohit plays a game, the number of points he receives is given by the discrete random variable $X$ with the following probability distribution - Edexcel - A-Level Maths Statistics - Question 3 - 2009 - Paper 1

Step 1

Find $E(X)$

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Answer

To calculate the expected value, we use the formula:

E(X) = rac{1}{n} \sum_{i=1}^{n} x_i P(X = x_i)

Substituting the values from the distribution:

E(X)=0×0.4+1×0.3+2×0.2+3×0.1E(X) = 0 \times 0.4 + 1 \times 0.3 + 2 \times 0.2 + 3 \times 0.1

Calculating each term:

E(X)=0+0.3+0.4+0.3=1.0E(X) = 0 + 0.3 + 0.4 + 0.3 = 1.0

Step 2

Find $F(1.5)$

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Answer

The cumulative distribution function F(x)F(x) is found by summing the probabilities of all outcomes up to xx.

Thus,

F(1.5)=P(X1)=P(X=0)+P(X=1)=0.4+0.3=0.7F(1.5) = P(X \leq 1) = P(X = 0) + P(X = 1) = 0.4 + 0.3 = 0.7

Step 3

Show that $Var(X) = 1$

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Answer

To find the variance, first compute the expected value E(X2)E(X^2):

E(X2)=02×0.4+12×0.3+22×0.2+32×0.1E(X^2) = 0^2 \times 0.4 + 1^2 \times 0.3 + 2^2 \times 0.2 + 3^2 \times 0.1

Calculating we get:

E(X2)=0+0.3+0.8+0.9=2.0E(X^2) = 0 + 0.3 + 0.8 + 0.9 = 2.0

Then, variance is given by:

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

Thus,

Var(X)=2.0(1.0)2=2.01=1.0Var(X) = 2.0 - (1.0)^2 = 2.0 - 1 = 1.0

Step 4

Find $Var(5 - 3X)$

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Answer

Using the formula for the variance of a linear transformation, we have:

Var(aX+b)=a2Var(X)Var(aX + b) = a^2 Var(X)

Where a=3a = -3 and b=5b = 5. Thus:

Var(53X)=(3)2Var(X)=9×1=9Var(5 - 3X) = (-3)^2 Var(X) = 9 \times 1 = 9

Step 5

Find the probability that Rohit wins the prize

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Answer

Rohit needs at least 106=410 - 6 = 4 points from 2 games. We can consider the cases where X1+X24X_1 + X_2 \geq 4:

  1. Case where X1+X2=4X_1 + X_2 = 4:

    • The only combination is (2,2): Probability = 0.2×0.2=0.040.2 \times 0.2 = 0.04.
  2. Case where X1+X2=5X_1 + X_2 = 5:

    • Combinations (2,3) and (3,2): Probability = (0.2×0.1)+(0.1×0.2)=0.02+0.02=0.04(0.2 \times 0.1) + (0.1 \times 0.2) = 0.02 + 0.02 = 0.04.
  3. Case where X1+X2=6X_1 + X_2 = 6:

    • Combination (3,3): Probability = 0.1×0.1=0.010.1 \times 0.1 = 0.01.

Summing the probabilities:

Total probability = 0.04+0.04+0.01=0.090.04 + 0.04 + 0.01 = 0.09

Thus, the probability that Rohit wins the prize is 0.090.09.

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