Math Problem Statement
求第十四题
Solution
Let’s focus on Question 14 from the provided image. Here’s the problem and how to solve it:
Problem (Q14):
-
There are 3 identical filing cabinets, and each contains two folders, each with one bill.
- First cabinet: 1 folder containing a telephone bill only.
- Second cabinet: 1 folder with an electricity bill.
- Third cabinet: 1 folder with a telephone bill and another with an electricity bill.
-
If a cabinet is selected randomly and one folder from that cabinet is opened, revealing an electricity bill, what is the probability that a telephone bill is in the other folder?
Solution:
This is a Bayesian probability problem where we need to compute the conditional probability.
We are given that:
- An electricity bill is found after opening one folder.
We need to determine:
- P(telephone bill in the other folder | electricity bill was found).
Step-by-step solution:
Step 1: Analyze the sample space
There are 3 cabinets with the following distributions:
-
Cabinet 1:
- Folder 1: Telephone bill
- Folder 2: (Empty)
-
Cabinet 2:
- Folder 1: Electricity bill
- Folder 2: (Empty)
-
Cabinet 3:
- Folder 1: Telephone bill
- Folder 2: Electricity bill
Step 2: Which cases involve seeing an electricity bill?
-
Cabinet 2:
There is only one folder here with an electricity bill, so this cabinet has no chance of containing a telephone bill if we draw it. -
Cabinet 3:
If we draw the electricity bill from one folder, the other folder has the telephone bill.
So, the favorable case for finding a telephone bill in the other folder is only when we are dealing with Cabinet 3.
Step 3: Use Bayes' Theorem
We need to calculate the conditional probability:
P(Cabinet 3 | Electricity bill found)
By Bayes' theorem:
- P(Electricity bill found | Cabinet 3): (Since there are 2 bills, and we could have picked either)
- P(Cabinet 3): (Each cabinet is equally likely to be chosen)
- P(Electricity bill found):
Step 4: Calculate the probability
Final Answer:
The probability that a telephone bill is in the other folder, given that an electricity bill was found, is:
Would you like a further breakdown or explanation of any step?
5 Related Questions:
- How does Bayes’ theorem work in conditional probability problems?
- How would the answer change if there were more cabinets with different bill combinations?
- Can you explain the concept of prior and posterior probabilities in Bayes' theorem?
- What happens if a new cabinet is added with both bills in both folders? How would it change the probabilities?
- How do real-world scenarios use similar reasoning, like in spam email filtering?
Tip:
When working with conditional probability, always clearly identify the prior probabilities and the favorable cases to avoid confusion.
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Math Problem Analysis
Mathematical Concepts
Bayesian Probability
Conditional Probability
Formulas
P(A | B) = [P(B | A) * P(A)] / P(B)
Theorems
Bayes' Theorem
Suitable Grade Level
Grades 10-12
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