题目
Problem
A bakery sells muffins individually at an average rate of 8 muffins per hour.
(a) Find the probability that, in a randomly selected one-hour period, the bakery sells at least 4 but not more than 8 muffins.
(3)
A sample of 5 non-overlapping half-hour periods is selected at random.
(b) Find the probability that the bakery sells fewer than 3 muffins in exactly 2 of these periods.
(5)
Given that 4 muffins were sold in a one-hour period,
(c) find the probability that more muffins were sold in the first 15 minutes than in the last 45 minutes.
(4)
(Total for Question 7 is 12 marks)
题目中文翻译
一家面包店平均每小时单独售出 8 个松饼。
(a) 求在随机选取的一小时内,面包店售出至少 4 个但不超过 8 个松饼的概率。
(3)
随机选取 5 个互不重叠的半小时区间。
(b) 求在这 5 个时间段中,恰好有 2 个时间段里面包店售出少于 3 个松饼的概率。
(5)
已知在一小时内售出了 4 个松饼,
(c) 求前 15 分钟售出的松饼数多于最后 45 分钟售出的概率。
(4)
(第 7 题共 12 分)
解答
(a)
解法一
思路
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一小时内售出的松饼数可用均值为 8 的泊松分布建模。“至少 4 个但不超过 8 个”对应 4⩽R⩽8,使用两个累积概率之差即可由统计表求得。
答题过程
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Let R be the number of muffins sold in one hour. Then
R∼Po(8).
Using the Statistical Tables,
P(4⩽R⩽8)=P(R⩽8)−P(R⩽3)=0.5925−0.0424=0.5501.
(b)
解法一
思路
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半小时内的平均销量为 4,所以先用 Po(4) 求一个半小时内售出少于 3 个的概率。5 个互不重叠时段可视为独立,再用二项分布求恰好两个时段满足条件的概率。
答题过程
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Let H be the number of muffins sold in one half-hour period. Then
H∼Po(4).
Using the Statistical Tables,
p=P(H<3)=P(H⩽2)=0.2381.
Let Y be the number of the five periods in which fewer than 3 muffins are sold. Since the periods do not overlap,
Y∼B(5,0.2381).
Therefore,
P(Y=2)=(25)(0.2381)2×(1−0.2381)3=0.25073…≈0.251.
This is to 3 significant figures.
(c)
解法一
思路
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把一小时拆成前 15 分钟和后 45 分钟,两段销量因泊松过程的独立增量而分别服从 Po(2) 与 Po(6)。已知总销量为 4,前段销量多于后段销量只可能是 (W,X)=(3,1) 或 (4,0),再使用条件概率。
答题过程
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Let W be the number sold in the first 15 minutes and X the number sold in the last 45 minutes. Then
W∼Po(2),X∼Po(6),
and W and X are independent. Given that W+X=4, the event W>X occurs when (W,X)=(3,1) or (4,0). Therefore,
P(W=3)P(X=1)=3!e−223×1!e−66=8e−8,P(W=4)P(X=0)=4!e−224×e−6=32e−8,P(R=4)=4!e−884=3512e−8.
Let A be the event W>X and B the event W+X=4. Hence,
P(A∣B)=3512e−88e−8+32e−8=25613.
解法二
思路
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使用泊松过程的条件分布:已知一小时总共售出 4 个,每个松饼落在前 15 分钟的条件概率为 6015=41。因此前 15 分钟的销量服从二项分布,再求其大于 2 的概率。
答题过程
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Conditionally on 4 muffins being sold in the hour, let F be the number sold in the first 15 minutes. Then
F∼B(4,41).
More muffins are sold in the first 15 minutes than in the last 45 minutes if F>4−F, so F>2. Hence,
P(F>2)=P(F=3)+P(F=4)=(34)(41)3(43)+(41)4=25612+2561=25613.