巧克力工厂生产的每一批夹心巧克力中,都以16个为一盒进行包装。由于关于糖分含量的新健康指南,实施了质量控制测试,结果表明,平均而言,糖分含量超过推荐标准的巧克力比例为 pp。一盒中糖分含量超过推荐标准的巧克力数量记为 XX。

  1. (a(i))

    在该问题的背景下,写出将 XX 很好地建模为二项分布所需的两个假设。

  2. (a(ii))

    现在假设 XX 服从二项分布。

    已知一盒中糖分含量超过推荐标准的最可能的巧克力数量为2。求 pp 可以取值的确切范围。

  3. 对于生产的每一批夹心巧克力,巧克力工厂通过测试一盒中前16个巧克力的随机样本,来实施以下质量控制系统:

    • 如果一盒中最多有1个巧克力超过推荐的糖分含量,则该批次被接受。
    • 如果一盒中有3个或更多巧克力超过推荐的糖分含量,则该批次被拒。
    • 如果一盒中有2个巧克力超过推荐的糖分含量,则测试第二盒16个巧克力。如果第二盒中最多有1个巧克力超过推荐的糖分含量,则该批次将被接受,否则该批次将被拒。

    已知 p=0.15p = 0.15。

    1. (b(i))

      求在该质量控制系统下,该批夹心巧克力被接受的概率。

    2. (b(ii))

      已知该批夹心巧克力被接受,求测试了第二盒巧克力的概率。

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完整解法

8(a(i))

1. State the assumption of independence in context

The event that a praline exceeds the recommended sugar content must be independent of whether any other praline exceeds the recommended sugar content.

2. State the assumption of constant probability in context

The probability that a praline exceeds the recommended sugar content must be constant for all pralines in the box.

答案
  1. Whether a praline exceeds the recommended sugar content is independent of whether any other praline does.
  2. The probability pp that a praline exceeds the recommended sugar content is constant for all pralines.

8(a(ii))

1. Set up the conditions for $X=2$ to be the most probable value.

For X=2X=2 to be the unique mode (the most probable number), its probability must be strictly greater than the probabilities of adjacent values, so we must have P(X=2)>P(X=1)\mathrm{P}(X=2) > \mathrm{P}(X=1) and P(X=2)>P(X=3)\mathrm{P}(X=2) > \mathrm{P}(X=3).

Using the binomial probability formula P(X=x)=(nx)px(1−p)n−x\mathrm{P}(X=x) = \binom{n}{x}p^x(1-p)^{n-x} with n=16n=16:
P(X=2)=(162)p2(1−p)14=120p2(1−p)14\mathrm{P}(X=2) = \binom{16}{2}p^2(1-p)^{14} = 120p^2(1-p)^{14}
P(X=1)=(161)p1(1−p)15=16p(1−p)15\mathrm{P}(X=1) = \binom{16}{1}p^1(1-p)^{15} = 16p(1-p)^{15}
P(X=3)=(163)p3(1−p)13=560p3(1−p)13\mathrm{P}(X=3) = \binom{16}{3}p^3(1-p)^{13} = 560p^3(1-p)^{13}

2. Solve the inequalities to find the exact range of $p$.

From P(X=2)>P(X=1)\mathrm{P}(X=2) > \mathrm{P}(X=1):
120p2(1−p)14>16p(1−p)15120p^2(1-p)^{14} > 16p(1-p)^{15}
Since p>0p > 0 and 1−p>01-p > 0, we can divide both sides by 8p(1−p)148p(1-p)^{14}:
15p>2(1−p)15p > 2(1-p)
15p>2−2p  ⟹  17p>2  ⟹  p>21715p > 2 - 2p \implies 17p > 2 \implies p > \frac{2}{17}

From P(X=2)>P(X=3)\mathrm{P}(X=2) > \mathrm{P}(X=3):
120p2(1−p)14>560p3(1−p)13120p^2(1-p)^{14} > 560p^3(1-p)^{13}
Divide both sides by 40p2(1−p)1340p^2(1-p)^{13}:
3(1−p)>14p3(1-p) > 14p
3−3p>14p  ⟹  17p<3  ⟹  p<3173 - 3p > 14p \implies 17p < 3 \implies p < \frac{3}{17}

Combining both conditions gives the exact range: 217<p<317\frac{2}{17} < p < \frac{3}{17}.
(Note: Strict inequalities are used since 2 is the uniquely "most probable" number.)

答案

217<p<317\frac{2}{17} < p < \frac{3}{17}

8[2](b(i))

1. Calculate the probability of finding at most 1 praline exceeding the recommended sugar content in a box.

Let XX be the number of pralines in a box of 16 that exceed the recommended sugar content.
Given X∼B(16,0.15)X \sim \text{B}(16, 0.15),
P(X≤1)=P(X=0)+P(X=1)P(X \le 1) = P(X = 0) + P(X = 1)
=(160)(0.15)0(0.85)16+(161)(0.15)1(0.85)15= \binom{16}{0}(0.15)^0(0.85)^{16} + \binom{16}{1}(0.15)^1(0.85)^{15}
=0.074253+0.209633≈0.28389= 0.074253 + 0.209633 \approx 0.28389

2. Calculate the probability of finding exactly 2 pralines exceeding the recommended sugar content in a box.

P(X=2)=(162)(0.15)2(0.85)14P(X = 2) = \binom{16}{2}(0.15)^2(0.85)^{14}
=120(0.0225)(0.102761)≈0.27745= 120(0.0225)(0.102761) \approx 0.27745

3. Calculate the total probability of the batch being accepted.

The batch is accepted if at most 1 praline exceeds in the first box (X1≤1X_1 \le 1), OR if exactly 2 exceed in the first box (X1=2X_1 = 2) and at most 1 exceeds in the second box (X2≤1X_2 \le 1).
P(accepted)=P(X1≤1)+P(X1=2)×P(X2≤1)\text{P}(\text{accepted}) = P(X_1 \le 1) + P(X_1 = 2) \times P(X_2 \le 1)
=0.28389+(0.27745×0.28389)= 0.28389 + (0.27745 \times 0.28389)
=0.28389+0.078765= 0.28389 + 0.078765
=0.362655≈0.363 (to 3 s.f.)= 0.362655 \approx 0.363 \text{ (to 3 s.f.)}

答案

0.3630.363

8[2](b(ii))

1. Determine the individual probability of exactly 2 pralines exceeding the limit in a single box.

Let XX be the number of pralines exceeding the recommended sugar content in a box. X∼B(16,0.15)X \sim \mathrm{B}(16, 0.15).
P(X=2)=(162)(0.15)2(0.85)14=0.27748\mathrm{P}(X = 2) = \binom{16}{2}(0.15)^2(0.85)^{14} = 0.27748

2. Express the required conditional probability in terms of single-box probabilities.

Let AA be the event that the batch is accepted, and BB be the event that a second box is tested.
The batch is accepted (AA) if the first box has ≤1\le 1 exceeding (X1≤1X_1 \le 1), OR if the first has exactly 2 and the second has ≤1\le 1 (X1=2∩X2≤1X_1 = 2 \cap X_2 \le 1).
A second box is tested and accepted (B∩AB \cap A) only in the latter case.
P(B∣A)=P(B∩A)P(A)=P(X1=2)P(X2≤1)P(X1≤1)+P(X1=2)P(X2≤1)\mathrm{P}(B \mid A) = \frac{\mathrm{P}(B \cap A)}{\mathrm{P}(A)} = \frac{\mathrm{P}(X_1 = 2)\mathrm{P}(X_2 \le 1)}{\mathrm{P}(X_1 \le 1) + \mathrm{P}(X_1 = 2)\mathrm{P}(X_2 \le 1)}

3. Simplify the expression and evaluate the final probability.

Since the boxes are independent and identically distributed, P(X1≤1)=P(X2≤1)\mathrm{P}(X_1 \le 1) = \mathrm{P}(X_2 \le 1). We can factor out and cancel P(X≤1)\mathrm{P}(X \le 1) from the numerator and denominator:
P(B∣A)=P(X=2)1+P(X=2)\mathrm{P}(B \mid A) = \frac{\mathrm{P}(X = 2)}{1 + \mathrm{P}(X = 2)}
=0.277481+0.27748= \frac{0.27748}{1 + 0.27748}
=0.21721≈0.217= 0.21721 \approx 0.217 (to 3 s.f.)

答案

0.217

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