一家面包店生产成批的曲奇。平均而言,生产的有缺陷曲奇的比例为 pp,其中 0<p<10 < p < 1。这些曲奇每 20 个装一盒。一盒曲奇中有缺陷的曲奇数量记为 CC。

  1. (a)

    结合上下文,陈述一个使一盒中有缺陷的曲奇数量能很好地用二项分布建模所需的假设。

  2. (b)

    已知 P(C=0 or 1)=0.15P(C = 0 \text{ or } 1) = 0.15,写出关于 pp 的值的方程,并计算出该值的数值。

  3. 对于 (c) 和 (d),取 p=0.08p = 0.08。

  4. (c)

    随机抽取 10 盒曲奇。作为面包店质量控制流程的一部分,如果一盒曲奇中含有少于 4 个有缺陷的曲奇,则该盒曲奇将被接收,否则将被拒收。求被拒收的盒数至少有 2 盒且不超过 5 盒的概率。

  5. (d)

    随机抽取一个由 15 盒曲奇组成的样本,其中有 3 盒被拒收。求第三盒被拒收的曲奇盒正好是第 15 盒的概率。

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完整解法

9(a)

1. State one assumption for the binomial model in the context of the problem.

Assumption: Whether a cookie is flawed is independent of whether any other cookie in the box is flawed.

(Alternatively: The probability pp of a cookie being flawed is constant for all cookies in the box.)

答案

Whether a cookie is flawed is independent of whether any other cookie in the box is flawed.

9(b)

1. Formulate the equation for $p$ using the binomial probability formula.

C∼B(20,p)C \sim \text{B}(20, p)
Given P(C=0 or 1)=0.15P(C = 0 \text{ or } 1) = 0.15,
(200)p0(1−p)20+(201)p1(1−p)19=0.15\binom{20}{0}p^0(1-p)^{20} + \binom{20}{1}p^1(1-p)^{19} = 0.15
(1−p)20+20p(1−p)19=0.15(1-p)^{20} + 20p(1-p)^{19} = 0.15

2. Solve the resulting equation numerically using a graphing calculator.

Using a graphing calculator to solve the equation (1−p)20+20p(1−p)19−0.15=0(1-p)^{20} + 20p(1-p)^{19} - 0.15 = 0 for 0<p<10 < p < 1,
p≈0.15901p \approx 0.15901
p=0.159 (to 3 s.f.)p = 0.159 \text{ (to 3 s.f.)}

答案

Equation: (1−p)20+20p(1−p)19=0.15(1-p)^{20} + 20p(1-p)^{19} = 0.15
p=0.159p = 0.159

9(c)

1. Find the probability that a single box of cookies is rejected.

Let CC be the number of flawed cookies in a box.
C∼B(20,0.08)C \sim \text{B}(20, 0.08)

A box is rejected if it contains 4 or more flawed cookies.
P(box rejected)=P(C≥4)P(\text{box rejected}) = P(C \ge 4)
P(C≥4)=1−P(C≤3)P(C \ge 4) = 1 - P(C \le 3)
Using a graphing calculator,
P(C≥4)≈0.070615P(C \ge 4) \approx 0.070615

2. Define the binomial distribution for the number of rejected boxes.

Let RR be the number of rejected boxes out of 10 randomly chosen boxes.
R∼B(10,0.070615)R \sim \text{B}(10, 0.070615)

3. Calculate the probability of having between 2 and 5 rejected boxes inclusive.

We require P(2≤R≤5)P(2 \le R \le 5).
P(2≤R≤5)=P(R≤5)−P(R≤1)P(2 \le R \le 5) = P(R \le 5) - P(R \le 1)

Using a graphing calculator,
P(2≤R≤5)≈0.15384P(2 \le R \le 5) \approx 0.15384
≈0.154 (to 3 s.f.)\approx 0.154 \text{ (to 3 s.f.)}

答案

0.154

9(d)

1. Set up the conditional probability relation based on the given events.

Let BB be the event that exactly 33 boxes are rejected out of the sample of 1515.
Let AA be the event that the 33rd rejected box is the 1515th box.
Since AA implies that there are exactly 33 rejected boxes in total, A⊆BA \subseteq B, which means P(A∩B)=P(A)P(A \cap B) = P(A).
We need to find P(A∣B)=P(A)P(B)P(A|B) = \frac{P(A)}{P(B)}.

2. Formulate expressions for $P(A)$ and $P(B)$.

Let prp_r be the probability of a single box being rejected.
The probability of exactly 33 rejected boxes out of 1515 is given by the binomial distribution:
P(B)=(153)pr3(1−pr)12P(B) = \binom{15}{3} p_r^3 (1-p_r)^{12}
For event AA to occur, there must be exactly 22 rejected boxes in the first 1414 boxes, followed by a rejected 1515th box:
P(A)=[(142)pr2(1−pr)12]×pr=(142)pr3(1−pr)12P(A) = \left[ \binom{14}{2} p_r^2 (1-p_r)^{12} \right] \times p_r = \binom{14}{2} p_r^3 (1-p_r)^{12}

3. Calculate the final conditional probability.

P(A∣B)=(142)pr3(1−pr)12(153)pr3(1−pr)12P(A|B) = \frac{\binom{14}{2} p_r^3 (1-p_r)^{12}}{\binom{15}{3} p_r^3 (1-p_r)^{12}}
P(A∣B)=(142)(153)=91455=15P(A|B) = \frac{\binom{14}{2}}{\binom{15}{3}} = \frac{91}{455} = \frac{1}{5}

答案

15\frac{1}{5}

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