题目
Problem
The distance an athlete can throw a discus is normally distributed with mean 40 m and standard deviation 4 m.
(a) Using standardisation, show that the probability that this athlete throws the discus less than 38.8 m is 0.3821.
(2)
This athlete enters a discus competition.
To qualify for the final, they have 3 attempts to throw the discus a distance of more than 38.8 m.
Once they qualify, they do not use any of their remaining attempts.
Given that they qualified for the final and that throws are independent,
(b) find the probability that this athlete qualified for the final on their second throw with a distance of more than 44 m.
(5)
解答
(a)
解法一
思路
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设 X 是投掷距离,则 X∼N(40,42)。标准化 38.8 得到 z=−0.3,再用标准正态表。
答题过程
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Let X∼N(40,42).
Then
P(X<38.8)=====P(Z<438.8−40)P(Z<−0.3)1−P(Z<0.3)1−0.61790.3821.
(b)
解法一
思路
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这是条件概率。已知已经 qualified,要求“第二投才 qualified 且第二投超过 44”。第二投才 qualified 表示第一投没有超过 38.8,第二投超过 44。分母是三次内至少一次超过 38.8。
答题过程
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From part (a),
P(X<38.8)=0.3821.
So the probability of qualifying in at most 3 attempts is
P(qualify)===1−P(all 3 throws are less than 38.8)1−(0.3821)30.9442….
Also,
P(X>44)====P(Z>444−40)P(Z>1)1−0.84130.1587.
The probability that the first throw does not qualify and the second throw is more than 44 m is
0.3821(0.1587).
Therefore
P(second throw is over 44∣qualify)==0.9442…0.3821(0.1587)0.06422….
So the probability is
0.0642.
解法二
思路
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直接概率相加法。对于分母 P(qualify)(运动员在三次尝试中成功晋级决赛的概率),我们可以将其分解为三个互斥事件的和:
- 第一投就成功晋级(P(X1>38.8))
- 第一投失败,第二投成功晋级(P(X1<38.8∩X2>38.8))
- 前两投失败,第三投成功晋级(P(X1<38.8∩X2<38.8∩X3>38.8))
分别计算这三个概率后相加,可以得到与补集法完全相同的晋级概率。这种方法更为直观地描述了比赛的进程。
答题过程
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Let pF=P(X<38.8)=0.3821 be the probability of failing to qualify on any single throw, and pQ=P(X>38.8)=1−0.3821=0.6179 be the probability of qualifying on a single throw.
Calculate the probability of qualifying in at most 3 attempts as the sum of three mutually exclusive paths:
- Qualify on 1st throw:
P(1st)=pQ=0.6179
- Qualify on 2nd throw (1st fail, 2nd qualify):
P(2nd)=pF⋅pQ=0.3821×0.6179≈0.236099
- Qualify on 3rd throw (1st and 2nd fail, 3rd qualify):
P(3rd)=pF2⋅pQ=(0.3821)2×0.6179≈0.090213
Summing these paths:
P(qualify)==0.6179+0.236099+0.0902130.944212…
Now calculate the probability of qualifying on the 2nd throw with a distance of more than 44 m:
P(X1<38.8∩X2>44)=0.3821×0.1587≈0.060639.
Finally, calculate the conditional probability:
P(2nd over 44∣qualify)===P(qualify)P(X1<38.8∩X2>44)0.944212…0.0606390.06422…
So the probability is 0.0642 (to 3 significant figures).