周五晚上,班长给他的 20 位同学发邮件,提议周末一起去观看新上映的动作惊悚片。随机变量 XX 表示该周末对他的邮件给出积极回应的同学人数。 假设 XX 服从分布 B(20,p)B(20,p),其中 0<p≤0.50 < p \le 0.5。 在每个工作日的早晨,班长都会从一个装有全班所有学生名字的袋子中抽取一个名字。班长记录下名字,然后将其放回袋子中。被抽中名字的学生将负责当天的教室卫生。该班由 12 名女生和 9 名男生组成。随机变量 YY 表示在一周 5 天内,女生被选值日的天数。

  1. ((i))

    已知 P(X=0 or 19)=0.1P(X = 0 \text{ or } 19) = 0.1,列出关于 pp 的方程,并求出其数值。

  2. ((ii))

    结合背景清晰地解释,为什么随机变量 YY 比 XX 更适合用二项分布来建模。

  3. ((iii))

    求在一周内,女生值日的次数多于男生的概率。

  4. ((iv))

    利用适当的近似,求在一个 20 周的学期中,女生值日次数多于男生的周数少于 11 周的概率。

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完整解法

12((i))

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

Given P(X=0 or 19)=0.1P(X = 0 \text{ or } 19) = 0.1
Since X=0X = 0 and X=19X = 19 are mutually exclusive events:
P(X=0)+P(X=19)=0.1P(X = 0) + P(X = 19) = 0.1

Using the binomial formula P(X=x)=(nx)px(1−p)n−xP(X = x) = \binom{n}{x}p^x(1-p)^{n-x}:
(200)p0(1−p)20+(2019)p19(1−p)1=0.1\binom{20}{0}p^0(1-p)^{20} + \binom{20}{19}p^{19}(1-p)^1 = 0.1
(1−p)20+20p19(1−p)=0.1(1-p)^{20} + 20p^{19}(1-p) = 0.1

2. Solve the equation for $p$ using a graphing calculator.

Using a graphing calculator to solve (1−p)20+20p19(1−p)−0.1=0(1-p)^{20} + 20p^{19}(1-p) - 0.1 = 0 for the given domain 0<p≤0.50 < p \le 0.5:
p=0.108749…p = 0.108749\dots
p≈0.109 (to 3 s.f.)p \approx 0.109 \text{ (to 3 s.f.)}

答案

(1−p)20+20p19(1−p)=0.1(1-p)^{20} + 20p^{19}(1-p) = 0.1
p=0.109p = 0.109

12((ii))

1. Explain why $Y$ satisfies the conditions for a binomial distribution in context.

For YY, since the drawn name is put back into the bag (with replacement), the events are independent and the probability of picking a girl remains constant at 1221\frac{12}{21} for each of the 5 days.

2. Explain why $X$ does not perfectly satisfy the conditions for a binomial distribution in context.

For XX, the responses of the 20 classmates are likely not independent, as friends might influence each other's decision to attend the outing together. Additionally, the probability of a positive response is not identical for every student, as individuals have different preferences for action thrillers or different weekend commitments.

答案

For YY, the name drawn is put back into the bag, which ensures the probability of picking a girl remains constant each day and the draws are independent. For XX, the classmates' responses are likely not independent as friends may influence each other's decisions to go for the outing. Furthermore, the probability of a positive response is not constant for all classmates, as different students have different movie preferences or weekend schedules.

12((iii))

1. Establish the probability distribution for $Y$.

The total number of students is 12+9=2112 + 9 = 21.
The probability of choosing a girl on any given day is p=1221=47p = \frac{12}{21} = \frac{4}{7}.
Since the days are independent and names are replaced, Y∼B(5,47)Y \sim \text{B}\left(5, \frac{4}{7}\right).

2. Determine the condition for a girl to be on duty more often than a boy.

In a 5-day week, for a girl to be on duty more often than a boy, she must be on duty for 33, 44, or 55 days.
Therefore, we need to find P(Y≥3)P(Y \ge 3).

3. Calculate the required probability.

P(Y≥3)=1−P(Y≤2)P(Y \ge 3) = 1 - P(Y \le 2)
Using a graphing calculator,
P(Y≥3)=1062416807≈0.63212P(Y \ge 3) = \frac{10624}{16807} \approx 0.63212
≈0.632 (to 3 s.f.)\approx 0.632 \text{ (to 3 s.f.)}

答案

0.632

12((iv))

1. Calculate the probability from part (iii) and define the binomial distribution for the semester.

From part (iii), let Y∼B(5,1221)=B(5,47)Y \sim \text{B}\left(5, \frac{12}{21}\right) = \text{B}\left(5, \frac{4}{7}\right) be the number of days a girl is on duty in a 5-day week.
For a girl to be on duty more often than a boy, she must be on duty for at least 3 days:
P(Y≥3)=P(Y=3)+P(Y=4)+P(Y=5)P(Y \ge 3) = P(Y=3) + P(Y=4) + P(Y=5)
P(Y≥3)=(53)(47)3(37)2+(54)(47)4(37)+(55)(47)5=1062416807≈0.63212P(Y \ge 3) = \binom{5}{3}\left(\frac{4}{7}\right)^3\left(\frac{3}{7}\right)^2 + \binom{5}{4}\left(\frac{4}{7}\right)^4\left(\frac{3}{7}\right) + \binom{5}{5}\left(\frac{4}{7}\right)^5 = \frac{10624}{16807} \approx 0.63212
Let WW be the number of weeks in a 20-week semester where a girl is on duty more often than a boy.
W∼B(20,1062416807)W \sim \text{B}\left(20, \frac{10624}{16807}\right)

2. Verify the conditions for a normal approximation and calculate its mean and variance.

We check if a normal approximation is suitable by computing npnp and n(1−p)n(1-p):
np=20(1062416807)≈12.64>5np = 20 \left(\frac{10624}{16807}\right) \approx 12.64 > 5
n(1−p)=20(1−1062416807)≈7.36>5n(1-p) = 20 \left(1 - \frac{10624}{16807}\right) \approx 7.36 > 5
Since both values are greater than 55, WW can be approximated by a normal distribution Wnorm∼N(μ,σ2)W_{\text{norm}} \sim \text{N}(\mu, \sigma^2) where:
μ=np=21248016807≈12.642\mu = np = \frac{212480}{16807} \approx 12.642
σ2=np(1−p)=12.64235×618316807≈4.6509\sigma^2 = np(1-p) = 12.64235 \times \frac{6183}{16807} \approx 4.6509

3. Apply continuity correction and find the approximate probability.

We want the probability that there are less than 11 such weeks, which is P(W<11)=P(W≤10)P(W < 11) = P(W \le 10).
Applying the continuity correction for the upper bound of a discrete interval, we use 10.510.5:
P(W≤10)≈P(Wnorm≤10.5)P(W \le 10) \approx P(W_{\text{norm}} \le 10.5)
Using the normal distribution N(12.642,4.6509)\text{N}(12.642, 4.6509):
P(Wnorm≤10.5)≈0.16026P(W_{\text{norm}} \le 10.5) \approx 0.16026
The required probability is 0.1600.160 (to 3 s.f.).

答案

0.1600.160

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