题目
Problem
Kris works in the mailroom of a large company and is responsible for all the letters sent by the company. The weights of letters sent by the company, W grams, have a normal distribution with mean 165 g and standard deviation 35 g.
(a) Estimate the proportion of letters sent by the company that weigh less than 120 g.
(3)
Kris splits the letters to be sent into 3 categories: heavy, medium and light, with 31 of the letters in each category.
(b) Find the weight limits that determine medium letters.
(4)
A heavy letter is chosen at random.
(c) Find the probability that this letter weighs less than 200 g.
(3)
Kris chooses a random sample of 3 letters from those in the mailroom one day.
(d) Find the probability that there is one letter in each of the 3 categories.
(3)
题目中文翻译
Kris 在一家大公司的收发室工作,负责公司寄出的所有信件。公司寄出信件的重量 W 克服从均值为 165 g、标准差为 35 g 的正态分布。
(a) 估计公司寄出的信件中重量小于 120 g 的比例。
Kris 将待寄信件分为重、中、轻三类,每类各占信件总数的 31。
(b) 求界定中等重量信件的重量界限。
随机选取一封重信件。
(c) 求该信件重量小于 200 g 的概率。
某天,Kris 从收发室的信件中随机抽取 3 封。
(d) 求这 3 封信件中三类各有一封的概率。
解答
(a)
解法一
思路
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先标准化,再查 Φ(z)。因为 120 在平均数左边,所以最后要取左尾概率。
答题过程
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P(W<120)=P(Z<35120−165)=P(Z<−1.2857…).
Using symmetry,
P(Z<−1.2857…)=1−P(Z<1.2857…).
From tables,
P(Z<1.29)≈0.9015.
Therefore
P(W<120)≈1−0.9015=0.0985.
(b)
解法一
思路
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三类各占三分之一,所以 medium 是中间三分之一。边界对应标准正态的下三分之一点和上三分之一点,即 z≈±0.43。
答题过程
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The medium letters are between the lower one-third point and the upper one-third point.
Using the percentage points of the normal distribution,
z≈0.43.
So the two limits are found from
35x−165=±0.43.
Hence
x=165±0.43(35).
Therefore
x=165±15.05.
The weight limits are approximately
150 g and 180 g.
(c)
解法一
思路
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已知选到的是 heavy letter,所以分母是 P(W>180)=31。要小于 200,则分子是 180<W<200。
答题过程
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Using the upper limit for medium letters from part (b), a heavy letter has W>180.
Therefore
P(W<200∣W>180)=P(W>180)P(180<W<200).
Now
35200−165=1.
So
P(W<200)=P(Z<1)=0.8413.
Also P(W≤180)≈32, so
P(180<W<200)=0.8413−32.
Hence
P(W<200∣W>180)==310.8413−320.524….
Therefore the probability is approximately
0.524.
解法二
思路
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也可以在“已知是重信件”的条件下求 W≥200 的概率,再取补集。由于 W≥200 已包含 W>180,条件概率的分子可直接写成 P(W≥200)。
答题过程
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Using the complement rule,
P(W<200∣W>180)=1−P(W≥200∣W>180).
Since W≥200 is a subset of W>180,
P(W≥200∣W>180)=P(W>180)P(W≥200).
Now
P(W≥200)====P(Z≥35200−165)P(Z≥1)1−0.84130.1587.
Since P(W>180)=31,
P(W<200∣W>180)==≈1−1/30.15870.52390.524.
(d)
解法一
思路
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每一类的概率都是 31。三封信要恰好一封属于每类,先写某一个顺序的概率,再乘以 3! 个排列。
答题过程
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For one particular order, for example heavy, medium, light, the probability is
31⋅31⋅31=271.
There are
3!=6
possible orders.
Therefore
P(one in each category)=6⋅271=92.