Section B: Statistics [60 marks]

  1. ((a))

    Given that events AA and BB are independent, show that A′A' and BB are also independent.

    Given that events AA and BB are independent, show that A′A' and BB are also independent.

  2. ((b))

    A, BB and CC are events such that events AA and BB are independent and events AA and CC are mutually exclusive. It is given that P(A)=0.3P(A)=0.3, P(B)=bP(B)=b, P(B∩C)=0.15P(B\cap C)=0.15 and $P(A'\cap B'\cap C')=0.2.

    With the help of a Venn diagram, find the range of values for P(A∩B)P(A\cap B).

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Worked solution

6((a))

1. Express the probability of $A' \cap B$ in terms of $B$ and $A \cap B$.

P(A′∩B)=P(B)−P(A∩B)P(A' \cap B) = P(B) - P(A \cap B)

2. Apply the definition of independent events for $A$ and $B$, and factorise the expression.

Since AA and BB are independent, P(A∩B)=P(A)P(B)P(A \cap B) = P(A)P(B).
P(A′∩B)=P(B)−P(A)P(B)P(A' \cap B) = P(B) - P(A)P(B)
P(A′∩B)=P(B)[1−P(A)]P(A' \cap B) = P(B)[1 - P(A)]

3. Use the complement rule to complete the proof.

P(A′∩B)=P(B)P(A′)P(A' \cap B) = P(B)P(A')
P(A′∩B)=P(A′)P(B)P(A' \cap B) = P(A')P(B)
Since this product condition is satisfied, A′A' and BB are also independent.

Answer

Since P(A′∩B)=P(A′)P(B)P(A' \cap B) = P(A')P(B), events A′A' and BB are independent. (Shown)

6((b))

1. Express the probability of region $B$ only in terms of $b$.

Since A and B are independent, P(A∩B)=P(A)P(B)=0.3b.\text{Since } A \text{ and } B \text{ are independent, } P(A \cap B) = P(A)P(B) = 0.3b.
Since A and C are mutually exclusive, P(A∩C)=0.\text{Since } A \text{ and } C \text{ are mutually exclusive, } P(A \cap C) = 0.
The probability of the region ’only B’ in the Venn diagram is:\text{The probability of the region 'only } B\text{' in the Venn diagram is:}
P(B∩A′∩C′)=P(B)−P(A∩B)−P(B∩C)P(B \cap A' \cap C') = P(B) - P(A \cap B) - P(B \cap C)
=b−0.3b−0.15=0.7b−0.15= b - 0.3b - 0.15 = 0.7b - 0.15

2. Find the lower bound for $b$ by setting $P(B \text{ only}) \ge 0$.

Since all probabilities must be non-negative, P(B∩A′∩C′)≥0:\text{Since all probabilities must be non-negative, } P(B \cap A' \cap C') \ge 0:
0.7b−0.15≥0  ⟹  0.7b≥0.15  ⟹  b≥0.150.7=1570=3140.7b - 0.15 \ge 0 \implies 0.7b \ge 0.15 \implies b \ge \frac{0.15}{0.7} = \frac{15}{70} = \frac{3}{14}

3. Use the sum of all Venn diagram regions to find the upper bound for $b$.

The sum of probabilities for all mutually exclusive regions in the Venn diagram is 1:\text{The sum of probabilities for all mutually exclusive regions in the Venn diagram is } 1:
P(A only)+P(A∩B)+P(B only)+P(B∩C)+P(C only)+P(A′∩B′∩C′)=1P(A \text{ only}) + P(A \cap B) + P(B \text{ only}) + P(B \cap C) + P(C \text{ only}) + P(A' \cap B' \cap C') = 1
(0.3−0.3b)+0.3b+(0.7b−0.15)+0.15+P(C only)+0.2=1(0.3 - 0.3b) + 0.3b + (0.7b - 0.15) + 0.15 + P(C \text{ only}) + 0.2 = 1
0.5+0.7b+P(C only)=1  ⟹  P(C only)=0.5−0.7b0.5 + 0.7b + P(C \text{ only}) = 1 \implies P(C \text{ only}) = 0.5 - 0.7b

Since P(C only)≥0:\text{Since } P(C \text{ only}) \ge 0:
0.5−0.7b≥0  ⟹  0.7b≤0.5  ⟹  b≤570.5 - 0.7b \ge 0 \implies 0.7b \le 0.5 \implies b \le \frac{5}{7}

4. Combine the bounds to find the range of values for $P(A \cap B)$.

We established that 314≤b≤57.\text{We established that } \frac{3}{14} \le b \le \frac{5}{7}.
Since P(A∩B)=0.3b=310b, we multiply the inequality by 310:\text{Since } P(A \cap B) = 0.3b = \frac{3}{10}b, \text{ we multiply the inequality by } \frac{3}{10}:
310×314≤P(A∩B)≤310×57\frac{3}{10} \times \frac{3}{14} \le P(A \cap B) \le \frac{3}{10} \times \frac{5}{7}
9140≤P(A∩B)≤314\frac{9}{140} \le P(A \cap B) \le \frac{3}{14}

Answer

9140≤P(A∩B)≤314\frac{9}{140} \le P(A \cap B) \le \frac{3}{14}

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