截至2022年底,某一群体中接种过 VV 剂新冠疫苗的人数百分比如下表所示,其中没有人接种5剂或更多剂疫苗。 李先生正在进行一项关于人们对新冠疫苗看法的调查。 [续] 现在假设这些假设确实成立。

  1. (a)

    已知 E(V)=2.72E(V)=2.72,求 Var(V)\mathrm{Var}(V)。

  2. (b)

    求随机抽取的3位受访者接种疫苗的总剂数大于10的概率。

  3. (c)

    某特定接种中心提供莫德纳(Moderna)和辉瑞-BioNTech(Pfizer-BioNTech)的双价疫苗。

    在该中心,平均有60%的直接前往(walk-in)接种者选择莫德纳双价疫苗。设 MM 表示在李先生某天调查的 nn 名直接前往接种者中,选择接种莫德纳双价疫苗的人数。

    结合本题背景,解释将 MM 建模为二项分布所需的假设。

  4. (d)

    当 n=10n = 10 时,求 P(4≤M<8)\mathrm{P}(4 \le M < 8)。

  5. (e)

    求李先生至少需要调查多少人,才能使至少有15名受访者选择接种莫德纳双价疫苗的概率不低于90%。

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完整解法

11(a)

1. Formulate an equation using the fact that the sum of probabilities is 1.

Let P(V=v)P(V=v) be the probability that a person receives vv doses.
∑P(V=v)=1\sum P(V=v) = 1
0.07+a100+b100+0.69+0.09=10.07 + \frac{a}{100} + \frac{b}{100} + 0.69 + 0.09 = 1
a+b100=1−0.85=0.15\frac{a+b}{100} = 1 - 0.85 = 0.15
a+b=15— (1)a + b = 15 \quad \text{--- (1)}

2. Formulate a second equation using the given expectation.

E(V)=∑v⋅P(V=v)=2.72E(V) = \sum v \cdot P(V=v) = 2.72
0(0.07)+1(a100)+2(b100)+3(0.69)+4(0.09)=2.720(0.07) + 1\left(\frac{a}{100}\right) + 2\left(\frac{b}{100}\right) + 3(0.69) + 4(0.09) = 2.72
a+2b100+2.07+0.36=2.72\frac{a + 2b}{100} + 2.07 + 0.36 = 2.72
a+2b100=2.72−2.43=0.29\frac{a + 2b}{100} = 2.72 - 2.43 = 0.29
a+2b=29— (2)a + 2b = 29 \quad \text{--- (2)}

3. Solve the simultaneous equations to find $a$ and $b$.

Subtracting equation (1) from equation (2):
(a+2b)−(a+b)=29−15(a + 2b) - (a + b) = 29 - 15
b=14b = 14

Substitute b=14b = 14 into equation (1):
a+14=15  ⟹  a=1a + 14 = 15 \implies a = 1

Thus, P(V=1)=0.01P(V=1) = 0.01 and P(V=2)=0.14P(V=2) = 0.14.

4. Calculate the variance of $V$.

E(V2)=∑v2⋅P(V=v)E(V^2) = \sum v^2 \cdot P(V=v)
E(V2)=02(0.07)+12(0.01)+22(0.14)+32(0.69)+42(0.09)E(V^2) = 0^2(0.07) + 1^2(0.01) + 2^2(0.14) + 3^2(0.69) + 4^2(0.09)
E(V2)=0+0.01+0.56+6.21+1.44=8.22E(V^2) = 0 + 0.01 + 0.56 + 6.21 + 1.44 = 8.22

Var⁡(V)=E(V2)−[E(V)]2\operatorname{Var}(V) = E(V^2) - [E(V)]^2
Var⁡(V)=8.22−(2.72)2\operatorname{Var}(V) = 8.22 - (2.72)^2
Var⁡(V)=8.22−7.3984=0.8216\operatorname{Var}(V) = 8.22 - 7.3984 = 0.8216

答案

0.82160.8216

11(b)

1. Identify the possible sum combinations for 3 people to have more than 10 doses in total.

Let TT be the total number of doses received by 3 people. Since the maximum number of doses per person is 44, the only possible totals greater than 1010 are 1111 and 1212.

For T=12T = 12, the only possible combination is (4,4,4)(4, 4, 4).
For T=11T = 11, the possible combinations are (4,4,3)(4, 4, 3), (4,3,4)(4, 3, 4), and (3,4,4)(3, 4, 4).

2. Calculate the probability for each of the valid totals using the independent probabilities from the table.

From the table, P(V=4)=0.09P(V=4) = 0.09 and P(V=3)=0.69P(V=3) = 0.69.

P(T=12)=P(V=4)3=(0.09)3P(T=12) = P(V=4)^3 = (0.09)^3
P(T=11)=3×P(V=4)2×P(V=3)=3×(0.09)2×0.69P(T=11) = 3 \times P(V=4)^2 \times P(V=3) = 3 \times (0.09)^2 \times 0.69

3. Add the probabilities of these mutually exclusive cases to find the final probability.

P(T>10)=P(T=12)+P(T=11)P(T > 10) = P(T=12) + P(T=11)
P(T>10)=(0.09)3+3(0.09)2(0.69)P(T > 10) = (0.09)^3 + 3(0.09)^2(0.69)
P(T>10)=0.000729+0.016767=0.017496P(T > 10) = 0.000729 + 0.016767 = 0.017496

答案

0.0174960.017496 (or 0.01750.0175 to 3 s.f.)

11(c)

1. State the assumption of independence in the context of the problem.

Whether a walk-in opts for Moderna's bivalent vaccine is independent of the choice made by any other walk-in.

2. State the assumption of constant probability in the context of the problem.

The probability that any walk-in chooses Moderna's bivalent vaccine is a constant at 0.60.6 (or 60%60\%).

答案
  1. Whether a walk-in chooses Moderna's bivalent vaccine is independent of the choice made by any other walk-in.
  2. The probability of any walk-in choosing Moderna's bivalent vaccine is a constant 0.60.6.

11(d)

1. Identify the parameters of the binomial distribution and express the required probability interval in terms of inclusive discrete values.

Given that n=10n = 10 and the probability of a walk-in opting for Moderna's bivalent vaccine is 60%60\%, we have:
M∼B(10,0.6)M \sim \mathrm{B}(10, 0.6)
Since MM represents a discrete number of people, the inequality 4≤M<84 \le M < 8 includes the integers 4,5,6,4, 5, 6, and 77.
P(4≤M<8)=P(4≤M≤7)\mathrm{P}(4 \le M < 8) = \mathrm{P}(4 \le M \le 7)

2. Evaluate the probability using the binomial cumulative distribution function.

P(4≤M≤7)=P(M≤7)−P(M≤3)\mathrm{P}(4 \le M \le 7) = \mathrm{P}(M \le 7) - \mathrm{P}(M \le 3)
Using a graphing calculator:
P(4≤M≤7)≈0.832710−0.054762\mathrm{P}(4 \le M \le 7) \approx 0.832710 - 0.054762
=0.777948...= 0.777948...
≈0.778 (to 3 s.f.)\approx 0.778 \text{ (to 3 s.f.)}

答案

0.7780.778

11(e)

1. Formulate the inequality for the given probability condition.

M∼B(n,0.6)M \sim \mathrm{B}(n, 0.6)
We require P(M≥15)≥0.9\mathrm{P}(M \ge 15) \ge 0.9.
1−P(M≤14)≥0.91 - \mathrm{P}(M \le 14) \ge 0.9
P(M≤14)≤0.1\mathrm{P}(M \le 14) \le 0.1

2. Use a graphing calculator to evaluate the probabilities for different values of $n$.

Using a graphing calculator, we check the values of P(M≤14)\mathrm{P}(M \le 14) for consecutive integer values of nn:
When n=29n = 29, P(M≤14)≈0.1339>0.1\mathrm{P}(M \le 14) \approx 0.1339 > 0.1
When n=30n = 30, P(M≤14)≈0.0940≤0.1\mathrm{P}(M \le 14) \approx 0.0940 \le 0.1

3. State the least number of people to be surveyed.

Since the condition is first met when n=30n = 30, the least number of people Mr Lee needs to survey is 3030.

答案

30

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