某制造商生产手机屏幕保护膜。平均而言,有 4% 的屏幕保护膜是开裂的。屏幕保护膜以每盒 片的形式出售。
- (i)
结合具体情境,写出使一盒中破裂的屏幕保护膜数量能够很好地用二项分布来建模所需的两个假设。
- (ii)
现在假设一盒中破裂的屏幕保护膜数量服从二项分布。
已知一盒中破裂的屏幕保护膜数量最可能的值为 2。在不使用计算器的情况下,求 的取值范围。
- (iii)
在接下来的问题中, 的值取为 50。
求一盒中至多有 3 个有裂纹的屏幕保护膜的概率。
- (iv)
已知一盒中至多有 6 个有裂纹的屏幕保护膜,求一盒中有超过 2 个有裂纹的屏幕保护膜的概率。
- (v)
随机抽取了 10 盒屏幕保护膜。求第七盒是第四盒含有至多 3 张破损屏幕保护膜的盒子的概率。
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完整解法
12(i)
1. State the assumption of independence in context
Whether a screen protector is cracked must be independent of whether any other screen protector in the box is cracked.
2. State the assumption of constant probability in context
The probability that any given screen protector is cracked must be constant (at ).
- Whether a screen protector is cracked is independent of whether any other screen protector is cracked.
- The probability of any screen protector being cracked is constant at .
12(ii)
1. Set up the inequality to express that the probability of exactly 2 cracked protectors is strictly greater than the probability of 1.
Let . Since 2 is the unique most likely number, .
2. Simplify the first inequality to find the lower bound for $n$.
Dividing both sides by (which is strictly positive for ):
3. Set up and simplify the inequality for the probability of 2 being greater than 3 to find the upper bound.
Similarly, .
Dividing both sides by :
4. Combine the bounds to state the integer range of $n$.
Combining the two bounds gives:
Since must be an integer, the range of possible values is:
12(iii)
1. Define the random variable and its distribution
Let be the number of cracked screen protectors in a box of 50.
2. Calculate the probability using a graphing calculator
(to 3 s.f.)
12(iv)
1. Set up the required conditional probability.
Let be the number of cracked screen protectors in a box. We are given .
We need to find .
2. Express the numerator in terms of cumulative probabilities.
3. Evaluate the probabilities using a graphing calculator and find the final answer.
Using the binomial cumulative distribution function:
Substituting these values into the conditional probability expression:
12(v)
1. Calculate the probability that a single box contains at most 3 cracked screen protectors.
Let be the number of cracked screen protectors in a box of 50.
2. Formulate and calculate the required probability using the multiplication of probabilities.
For the 7th box to be the 4th box with at most 3 cracked screen protectors, there must be exactly 3 such boxes among the first 6, AND the 7th box must also be one.
Let .
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