Statistics · real student question

Three guns fire independently at a target with hit probabilities 0.2, 0.3 and 0.5. Find (1) the probability that at least one gun hits the target, and (2) the probability that exactly one gun hits it.

Question

Three guns fire simultaneously and independently at a target. Their hit probabilities are 0.20.2, 0.30.3 and 0.50.5 respectively. Find

(1) the probability that at least one gun hits the target;
(2) the probability that exactly one gun hits the target.

Step-by-step solution

  1. Name the events and their misses. Let A1,A2,A3A_1,A_2,A_3 be the hits, with P(A1)=0.2P(A_1)=0.2, P(A2)=0.3P(A_2)=0.3, P(A3)=0.5P(A_3)=0.5. Independence means probabilities multiply, and the miss probabilities are the complements 0.80.8, 0.70.7 and 0.50.5.

  2. (1) Use the complement rather than a union of three events. Inclusion–exclusion on three events needs seven terms; the complement needs one product:

    P(at least one hit)=1P(all three miss)=1(0.8)(0.7)(0.5)P(\text{at least one hit})=1-P(\text{all three miss})=1-(0.8)(0.7)(0.5)

  3. Evaluate.

    (0.8)(0.7)(0.5)=0.28P=10.28=0.72(0.8)(0.7)(0.5)=0.28\quad\Longrightarrow\quad P=1-0.28=0.72

  4. (2) List the three mutually exclusive ways to get exactly one hit. Exactly one hit means one gun hits and the other two miss:

    P=(0.2)(0.7)(0.5)only gun 1+(0.8)(0.3)(0.5)only gun 2+(0.8)(0.7)(0.5)only gun 3P=\underbrace{(0.2)(0.7)(0.5)}_{\text{only gun 1}}+\underbrace{(0.8)(0.3)(0.5)}_{\text{only gun 2}}+\underbrace{(0.8)(0.7)(0.5)}_{\text{only gun 3}}

    Note each gun's own probability appears once and the other two enter as misses — a very common place to slip.

  5. Add the three terms.

    0.07+0.12+0.28=0.470.07+0.12+0.28=0.47

    P(at least one)=0.72,P(exactly one)=0.47\boxed{P(\text{at least one})=0.72,\qquad P(\text{exactly one})=0.47}

  6. Check with the full distribution. The probabilities of 0,1,2,30,1,2,3 hits are 0.280.28, 0.470.47, 0.220.22 and 0.030.03 (for two hits: 0.20.30.5+0.20.70.5+0.80.30.5=0.03+0.07+0.12=0.220.2\cdot 0.3\cdot 0.5+0.2\cdot 0.7\cdot 0.5+0.8\cdot 0.3\cdot 0.5=0.03+0.07+0.12=0.22; for three: 0.20.30.5=0.030.2\cdot 0.3\cdot 0.5=0.03). They sum to 1.001.00 ✓, and 0.47+0.22+0.03=0.720.47+0.22+0.03=0.72 reproduces part (1).

Answer

P(at least one)=0.72,P(exactly one)=0.47P(\text{at least one})=0.72,\quad P(\text{exactly one})=0.47

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