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Chapter 13 · Probability

Exercise 13.1 · Q5: Intersection and conditionals from P(A∪B)=711P(A \cup B) = \frac{7}{11}

Exercise 13.1Conditional probability · Section 13.2
The question

If P(A)=611P(A) = \dfrac{6}{11}⁠, P(B)=511P(B) = \dfrac{5}{11} and P(A∪B)=711P(A\cup B) = \dfrac{7}{11}⁠, find

(i) P(A∩B)P(A\cap B)    (ii) P(A∣B)P(A|B)    (iii) P(B∣A)P(B|A)

Exam answer

Given P(A)=611P(A) = \frac{6}{11}⁠, P(B)=511P(B) = \frac{5}{11} and P(A∪B)=711P(A\cup B) = \frac{7}{11}⁠.

(i) By the addition rule,

P(A∩B)=P(A)+P(B)−P(A∪B)=611+511−711\begin{aligned} &P(A\cap B) \\ &= P(A) + P(B) - P(A\cup B) \\ &= \frac{6}{11} + \frac{5}{11} - \frac{7}{11} \end{aligned}

P(A∩B)=411P(A\cap B) = \frac{4}{11}⁠.

(ii)

P(A∣B)=P(A∩B)P(B)=411×115\begin{aligned} P(A|B) &= \frac{P(A\cap B)}{P(B)} \\ &= \frac{4}{11}\times\frac{11}{5} \end{aligned}

P(A∣B)=45P(A|B) = \frac{4}{5}⁠.

(iii)

P(B∣A)=P(A∩B)P(A)=411×116\begin{aligned} P(B|A) &= \frac{P(A\cap B)}{P(A)} \\ &= \frac{4}{11}\times\frac{11}{6} \end{aligned}

∴ P(B∣A)=23\therefore\ P(B|A) = \dfrac{2}{3}⁠.

Want the reason behind every step, the basics and the checks?

The one idea this problem is built on

The addition rule P(A∪B)=P(A)+P(B)−P(A∩B)P(A\cup B) = P(A) + P(B) - P(A\cap B) links four numbers. Three are given, so it can be turned round to give the overlap. With the overlap, both conditional probabilities come from the definition: divide by P(B)P(B) for "given BB", by P(A)P(A) for "given AA".

Given, to find, and the plan
Given
P(A)=611P(A) = \frac{6}{11}⁠, P(B)=511P(B) = \frac{5}{11}⁠, P(A∪B)=711P(A\cup B) = \frac{7}{11}⁠.
To find
(i) P(A∩B)P(A\cap B)⁠, (ii) P(A∣B)P(A|B)⁠, (iii) P(B∣A)P(B|A)⁠.
Plan
(i) Rearrange the addition rule. (ii) Divide the overlap by P(B)P(B)⁠. (iii) Divide the overlap by P(A)P(A)⁠.

Basics you need

1The addition rule

P(A∪B)=P(A)+P(B)−P(A∩B)P(A\cup B) = P(A) + P(B) - P(A\cap B) (Class XI). Basics: add, but do not count the overlap twice

2Conditional probability

P(A∣B)=P(A∩B)P(B)P(A|B) = \dfrac{P(A\cap B)}{P(B)} when P(B)≠0P(B) \ne 0 (Definition 1, Section 13.2). Lesson: conditional probability

3Fractions with the same denominator

a/11b/11=ab\dfrac{a/11}{b/11} = \dfrac{a}{b}⁠: the elevenths cancel. Basics: dividing by a fraction

Part (i): P(A∩B)P(A\cap B)

  1. Turn the addition rule round

    From P(A∪B)=P(A)+P(B)−P(A∩B)P(A\cup B) = P(A) + P(B) - P(A\cap B)⁠, move P(A∩B)P(A\cap B) to the left and P(A∪B)P(A\cup B) to the right:

    P(A∩B)=P(A)+P(B)−P(A∪B)=611+511−711=411.\begin{aligned} &P(A\cap B) \\ &= P(A) + P(B) - P(A\cup B) \\ &= \frac{6}{11} + \frac{5}{11} - \frac{7}{11} = \frac{4}{11}. \end{aligned}
    P(A)+P(B)=1111=1P(A) + P(B) = \frac{11}{11} = 1 counts the overlap twice, while P(A∪B)=711P(A\cup B) = \frac{7}{11} counts it once. The difference, 411\frac{4}{11}⁠, is exactly the overlap. It is at most P(B)=511P(B) = \frac{5}{11} and P(A)=611P(A) = \frac{6}{11}⁠, as it must be.
    S A B A only 2/11 A ∩ B 4/11 B only 1/11 outside both: 4/11
    The four regions in elevenths: AA only 611−411=211\frac{6}{11} - \frac{4}{11} = \frac{2}{11}⁠, both 411\frac{4}{11}⁠, BB only 511−411=111\frac{5}{11} - \frac{4}{11} = \frac{1}{11}⁠, outside both 1−711=4111 - \frac{7}{11} = \frac{4}{11}⁠.

Part (ii): P(A∣B)P(A|B)

  1. Divide the overlap by P(B)P(B)

    P(A∣B)=P(A∩B)P(B)=4/115/11=411×115=45.\begin{aligned} P(A|B) &= \frac{P(A\cap B)}{P(B)} = \frac{4/11}{5/11} \\ &= \frac{4}{11}\times\frac{11}{5} = \frac{4}{5}. \end{aligned}
    Given BB⁠, the world shrinks to BB⁠, of probability 511\frac{5}{11} (not 0, so the definition applies). Of that, 411\frac{4}{11} is also in AA⁠. In the figure, BB is made of the overlap 411\frac{4}{11} and "BB only" 111\frac{1}{11}⁠, so the share is 4 parts out of 5.
    Definition 1, Section 13.2. Lesson: conditional probability

Part (iii): P(B∣A)P(B|A)

  1. Divide the same overlap by P(A)P(A)

    P(B∣A)=P(A∩B)P(A)=4/116/11=411×116=46=23.\begin{aligned} P(B|A) &= \frac{P(A\cap B)}{P(A)} = \frac{4/11}{6/11} \\ &= \frac{4}{11}\times\frac{11}{6} = \frac{4}{6} = \frac{2}{3}. \end{aligned}
    Now AA is the given event, so the denominator is P(A)=611≠0P(A) = \frac{6}{11} \ne 0⁠. The numerator is the same overlap, because B∩A=A∩BB\cap A = A\cap B⁠. AA is made of 4 parts in the overlap and 2 parts in "AA only", so the share is 4 out of 6.
    Definition 1 with the roles of AA and BB swapped. Lesson: conditional probability
Result

(i) P(A∩B)=411P(A\cap B) = \frac{4}{11}   (ii) P(A∣B)=45P(A|B) = \frac{4}{5}   (iii) P(B∣A)=23P(B|A) = \frac{2}{3}⁠.

(Textbook answer: (i) 411\frac{4}{11} (ii) 45\frac45 (iii) 23\frac23⁠.)

Check it with numbers

Picture 11 equally likely tickets: 2 in AA only, 4 in both, 1 in BB only, 4 in neither. Then P(A)=611P(A) = \frac{6}{11}⁠, P(B)=511P(B) = \frac{5}{11} and P(A∪B)=711P(A\cup B) = \frac{7}{11}⁠, the given numbers.

Of the 5 tickets in BB⁠, 4 are in AA⁠: 45=0.8\frac45 = 0.8⁠. Of the 6 tickets in AA⁠, 4 are in BB⁠: 46≈0.6667\frac46 \approx 0.6667⁠. In decimals, 411≈0.3636\frac{4}{11} \approx 0.3636⁠.

Common mistakes
  1. Subtracting the wrong way. The overlap is P(A)+P(B)−P(A∪B)P(A) + P(B) - P(A\cup B)⁠; P(A∪B)−P(A)−P(B)P(A\cup B) - P(A) - P(B) is negative here.
  2. Swapping the denominators in (ii) and (iii). "Given BB" divides by P(B)P(B)⁠; "given AA" divides by P(A)P(A)⁠.
  3. Leaving the elevenths in. 4/115/11\frac{4/11}{5/11} is 45\frac45⁠, not 455\frac{4}{55}⁠: the elevenths cancel.
What to take away
  1. The addition rule can be solved for any one of its four numbers; here it gives the overlap.
  2. When all probabilities share a denominator, a conditional probability is just a ratio of the numerators.

Every fact used, and where it comes from

FactUsed inSource
P(A∪B)=P(A)+P(B)−P(A∩B)P(A\cup B) = P(A) + P(B) - P(A\cap B)Part (i)Addition rule, Class XI (Basics: the addition rule)
P(A∣B)=P(A∩B)P(B)P(A|B) = \frac{P(A\cap B)}{P(B)}⁠, P(B)≠0P(B) \ne 0Parts (ii), (iii)Definition 1, Section 13.2 (Lesson: conditional probability)
B∩A=A∩BB\cap A = A\cap BPart (iii)Sets (Basics: events as sets)
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