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Probability question

2012 · Shift 1 · Q24
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Probability question

2012 · Shift 1 · Q24

JEE AdvancedMathematicsProbabilityMultiple correct+4 / −1
A ship is fitted with three engines E1,E2{E_1},{E_2}E1​,E2​ and E3{E_3}E3​. The engines function independently of each other with respective probabilities 12,14{1 \over 2},{1 \over 4}21​,41​ and 14{1 \over 4}41​. For the ship to be operational at least two of its engines must function. Let XXX denote the event that the ship is operational and Let X1,X2{X_1},{X_2}X1​,X2​ and X3{X_3}X3​ denote respectively the events that the engines E1,E2{E_1},{E_2}E1​,E2​ and E3{E_3}E3​ are functioning. Which of the following is (are) true?
  1. A
    P[X1c∣X]=316P\left[ {X_1^c|X} \right] = {3 \over {16}}P[X1c​∣X]=163​
  2. B
    PPP[exactly two engines of the ship are functioning ∣X]=78\left. {|X} \right] = {7 \over 8}∣X]=87​
  3. C
    P[X∣X2]=516P\left[ {X|{X_2}} \right] = {5 \over {16}}P[X∣X2​]=165​
  4. D
    P[X∣X1]=716P\left[ {X|{X_1}} \right] = {7 \over {16}}P[X∣X1​]=167​
View written solutionFree

Correct answer: D, B

Step 1: Define the probabilities of individual events

Let X1X_1X1​, X2X_2X2​, and X3X_3X3​ be the events that the engines E1E_1E1​, E2E_2E2​, and E3E_3E3​ are functioning, respectively. The given probabilities are:

  • P(X1)=12P(X_1) = {1 \over 2}P(X1​)=21​
  • P(X2)=14P(X_2) = {1 \over 4}P(X2​)=41​
  • P(X3)=14P(X_3) = {1 \over 4}P(X3​)=41​

Since the engines function independently, the probabilities of them not functioning are:

  • P(X1c)=1−P(X1)=1−12=12P(X_1^c) = 1 - P(X_1) = 1 - {1 \over 2} = {1 \over 2}P(X1c​)=1−P(X1​)=1−21​=21​
  • P(X2c)=1−P(X2)=1−14=34P(X_2^c) = 1 - P(X_2) = 1 - {1 \over 4} = {3 \over 4}P(X2c​)=1−P(X2​)=1−41​=43​
  • P(X3c)=1−P(X3)=1−14=34P(X_3^c) = 1 - P(X_3) = 1 - {1 \over 4} = {3 \over 4}P(X3c​)=1−P(X3​)=1−41​=43​

Step 2: Define the event X and calculate its probability

Let XXX be the event that the ship is operational. The ship is operational if at least two of its engines function. This can happen in two mutually exclusive ways:

  1. Exactly two engines function. The possible combinations are:

    • E1E_1E1​ and E2E_2E2​ function, E3E_3E3​ does not: X1∩X2∩X3cX_1 \cap X_2 \cap X_3^cX1​∩X2​∩X3c​
    • E1E_1E1​ and E3E_3E3​ function, E2E_2E2​ does not: X1∩X2c∩X3X_1 \cap X_2^c \cap X_3X1​∩X2c​∩X3​
    • E2E_2E2​ and E3E_3E3​ function, E1E_1E1​ does not: X1c∩X2∩X3X_1^c \cap X_2 \cap X_3X1c​∩X2​∩X3​

    The probability of exactly two engines functioning, let's call it P(E2)P(E_2)P(E2​), is: P(E2)=P(X1)P(X2)P(X3c)+P(X1)P(X2c)P(X3)+P(X1c)P(X2)P(X3)P(E_2) = P(X_1)P(X_2)P(X_3^c) + P(X_1)P(X_2^c)P(X_3) + P(X_1^c)P(X_2)P(X_3)P(E2​)=P(X1​)P(X2​)P(X3c​)+P(X1​)P(X2c​)P(X3​)+P(X1c​)P(X2​)P(X3​) P(E2)=(12)(14)(34)+(12)(34)(14)+(12)(14)(14)P(E_2) = \left({1 \over 2}\right)\left({1 \over 4}\right)\left({3 \over 4}\right) + \left({1 \over 2}\right)\left({3 \over 4}\right)\left({1 \over 4}\right) + \left({1 \over 2}\right)\left({1 \over 4}\right)\left({1 \over 4}\right)P(E2​)=(21​)(41​)(43​)+(21​)(43​)(41​)+(21​)(41​)(41​) P(E2)=332+332+132=732P(E_2) = {3 \over {32}} + {3 \over {32}} + {1 \over {32}} = {7 \over {32}}P(E2​)=323​+323​+321​=327​

  2. All three engines function.

    • E1E_1E1​, E2E_2E2​, and E3E_3E3​ all function: X1∩X2∩X3X_1 \cap X_2 \cap X_3X1​∩X2​∩X3​

    The probability of all three engines functioning, P(E3)P(E_3)P(E3​), is: P(E3)=P(X1)P(X2)P(X3)=(12)(14)(14)=132P(E_3) = P(X_1)P(X_2)P(X_3) = \left({1 \over 2}\right)\left({1 \over 4}\right)\left({1 \over 4}\right) = {1 \over {32}}P(E3​)=P(X1​)P(X2​)P(X3​)=(21​)(41​)(41​)=321​

The total probability of event XXX is the sum of these probabilities: P(X)=P(E2)+P(E3)=732+132=832=14P(X) = P(E_2) + P(E_3) = {7 \over {32}} + {1 \over {32}} = {8 \over {32}} = {1 \over 4}P(X)=P(E2​)+P(E3​)=327​+321​=328​=41​

Step 3: Evaluate each option

Option A: P[X1c∣X]=316P\left[ {X_1^c|X} \right] = {3 \over {16}}P[X1c​∣X]=163​ Using the conditional probability formula, P(A∣B)=P(A∩B)P(B)P(A|B) = {{P(A \cap B)} \over {P(B)}}P(A∣B)=P(B)P(A∩B)​. P(X1c∣X)=P(X1c∩X)P(X)P(X_1^c|X) = {{P(X_1^c \cap X)} \over {P(X)}}P(X1c​∣X)=P(X)P(X1c​∩X)​ The event X1c∩XX_1^c \cap XX1c​∩X means that engine E1E_1E1​ is not functioning AND the ship is operational. For the ship to be operational with E1E_1E1​ not functioning, both E2E_2E2​ and E3E_3E3​ must function. So, X1c∩XX_1^c \cap XX1c​∩X is the event X1c∩X2∩X3X_1^c \cap X_2 \cap X_3X1c​∩X2​∩X3​. P(X1c∩X)=P(X1c)P(X2)P(X3)=(12)(14)(14)=132P(X_1^c \cap X) = P(X_1^c)P(X_2)P(X_3) = \left({1 \over 2}\right)\left({1 \over 4}\right)\left({1 \over 4}\right) = {1 \over {32}}P(X1c​∩X)=P(X1c​)P(X2​)P(X3​)=(21​)(41​)(41​)=321​ P(X1c∣X)=13214=132×4=18P(X_1^c|X) = {{{1 \over {32}}} \over {{1 \over 4}}} = {1 \over {32}} \times 4 = {1 \over 8}P(X1c​∣X)=41​321​​=321​×4=81​ Since 18≠316{1 \over 8} \neq {3 \over {16}}81​=163​, option A is incorrect.

Option B: PPP[exactly two engines of the ship are functioning ∣X]=78|X] = {7 \over 8}∣X]=87​ Let E2E_2E2​ be the event that exactly two engines are functioning. We need to find P(E2∣X)P(E_2|X)P(E2​∣X). P(E2∣X)=P(E2∩X)P(X)P(E_2|X) = {{P(E_2 \cap X)} \over {P(X)}}P(E2​∣X)=P(X)P(E2​∩X)​ If exactly two engines are functioning (event E2E_2E2​), the ship is operational (event XXX). Therefore, E2E_2E2​ is a subset of XXX, and E2∩X=E2E_2 \cap X = E_2E2​∩X=E2​. P(E2∣X)=P(E2)P(X)=732832=78P(E_2|X) = {{P(E_2)} \over {P(X)}} = {{{7 \over {32}}} \over {{8 \over {32}}}} = {7 \over 8}P(E2​∣X)=P(X)P(E2​)​=328​327​​=87​ Option B is correct.

Option C: P[X∣X2]=516P\left[ {X|{X_2}} \right] = {5 \over {16}}P[X∣X2​]=165​ We need to calculate P(X∣X2)=P(X∩X2)P(X2)P(X|X_2) = {{P(X \cap X_2)} \over {P(X_2)}}P(X∣X2​)=P(X2​)P(X∩X2​)​. The event X∩X2X \cap X_2X∩X2​ means the ship is operational AND engine E2E_2E2​ is functioning. This requires E2E_2E2​ to be functioning and at least one of E1E_1E1​ or E3E_3E3​ to be functioning. So, X∩X2=X2∩(X1∪X3)X \cap X_2 = X_2 \cap (X_1 \cup X_3)X∩X2​=X2​∩(X1​∪X3​). P(X∩X2)=P(X2)×P(X1∪X3)(due to independence)P(X \cap X_2) = P(X_2) \times P(X_1 \cup X_3) \quad \text{(due to independence)}P(X∩X2​)=P(X2​)×P(X1​∪X3​)(due to independence) P(X1∪X3)=P(X1)+P(X3)−P(X1∩X3)=12+14−(12)(14)=34−18=58P(X_1 \cup X_3) = P(X_1) + P(X_3) - P(X_1 \cap X_3) = {1 \over 2} + {1 \over 4} - \left({1 \over 2}\right)\left({1 \over 4}\right) = {3 \over 4} - {1 \over 8} = {5 \over 8}P(X1​∪X3​)=P(X1​)+P(X3​)−P(X1​∩X3​)=21​+41​−(21​)(41​)=43​−81​=85​ P(X∩X2)=(14)×(58)=532P(X \cap X_2) = \left({1 \over 4}\right) \times \left({5 \over 8}\right) = {5 \over {32}}P(X∩X2​)=(41​)×(85​)=325​ P(X∣X2)=532P(X2)=53214=58P(X|X_2) = {{{5 \over {32}}} \over {P(X_2)}} = {{{5 \over {32}}} \over {{1 \over 4}}} = {5 \over 8}P(X∣X2​)=P(X2​)325​​=41​325​​=85​ Since 58≠516{5 \over 8} \neq {5 \over {16}}85​=165​, option C is incorrect.

Option D: P[X∣X1]=716P\left[ {X|{X_1}} \right] = {7 \over {16}}P[X∣X1​]=167​ We need to calculate P(X∣X1)=P(X∩X1)P(X1)P(X|X_1) = {{P(X \cap X_1)} \over {P(X_1)}}P(X∣X1​)=P(X1​)P(X∩X1​)​. The event X∩X1X \cap X_1X∩X1​ means the ship is operational AND engine E1E_1E1​ is functioning. This requires E1E_1E1​ to be functioning and at least one of E2E_2E2​ or E3E_3E3​ to be functioning. So, X∩X1=X1∩(X2∪X3)X \cap X_1 = X_1 \cap (X_2 \cup X_3)X∩X1​=X1​∩(X2​∪X3​). P(X∩X1)=P(X1)×P(X2∪X3)(due to independence)P(X \cap X_1) = P(X_1) \times P(X_2 \cup X_3) \quad \text{(due to independence)}P(X∩X1​)=P(X1​)×P(X2​∪X3​)(due to independence) P(X2∪X3)=P(X2)+P(X3)−P(X2∩X3)=14+14−(14)(14)=12−116=716P(X_2 \cup X_3) = P(X_2) + P(X_3) - P(X_2 \cap X_3) = {1 \over 4} + {1 \over 4} - \left({1 \over 4}\right)\left({1 \over 4}\right) = {1 \over 2} - {1 \over {16}} = {7 \over {16}}P(X2​∪X3​)=P(X2​)+P(X3​)−P(X2​∩X3​)=41​+41​−(41​)(41​)=21​−161​=167​ P(X∩X1)=(12)×(716)=732P(X \cap X_1) = \left({1 \over 2}\right) \times \left({7 \over {16}}\right) = {7 \over {32}}P(X∩X1​)=(21​)×(167​)=327​ P(X∣X1)=732P(X1)=73212=716P(X|X_1) = {{{7 \over {32}}} \over {P(X_1)}} = {{{7 \over {32}}} \over {{1 \over 2}}} = {7 \over {16}}P(X∣X1​)=P(X1​)327​​=21​327​​=167​ Option D is correct.

Step 4: Conclusion

Based on the calculations, options B and D are the correct statements.

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