Give step-by-step solution with explanation and final answer: Act like a helpful tutor and exlain me :A speaks truth 75% of the time, B speaks truth 60% of the time. Both make a statement that a certain event occurred. Find the probability that the event actually occurred, assuming they speak independently.
Question:
Give step-by-step solution with explanation and final answer:
Act like a helpful tutor and exlain me :
A speaks truth 75% of the time, B speaks truth 60% of the time.
Both make a statement that a certain event occurred.
Find the probability that the event actually occurred, assuming they speak independently.
This is AI generated Response.
Asked by: Alok Kumar
Created at: 2026-02-04 17:52:08
Asked by: Alok Kumar
Created at: 2026-02-04 17:52:08
Final Answer:
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Let's solve the problem step-by-step.
---
## **Step 1: Assign Probabilities**
Let:
- \( E \): The event actually occurred.
- \( A \): A says the event occurred.
- \( B \): B says the event occurred.
Given:
- Probability A speaks truth = \( P(A_T) = .75 \)
- Probability B speaks truth = \( P(B_T) = .60 \)
Assume both speak independently.
---
## **Step 2: Conditional Probabilities**
- If the event **actually occurred** (\( E \)):
- Probability both say it occurred: \( .75 \times .60 = .45 \)
- If the event **did NOT occur** (\( \bar{E} \)):
- Probability both lie (i.e., both say it **did** occur when it did **not**):
- Probability A lies: \( 1 - .75 = .25 \)
- Probability B lies: \( 1 - .60 = .40 \)
- Both lie: \( .25 \times .40 = .10 \)
---
## **Step 3: Required Probability**
We want:
**Probability that the event actually occurred, given both say it occurred.**
This is \( P(E \mid \text{both say event occurred}) \).
By Bayes' theorem:
\[
P(E \mid \text{both say occurred}) = \frac{P(\text{both say occurred} \mid E) \cdot P(E)}{P(\text{both say occurred})}
\]
Assume **no bias** about whether the event occurs, so \( P(E) = .5 \) (if not given, it's standard to assume this).
---
### **Calculate Numerator**
\[
P(\text{both say occurred} \mid E) \cdot P(E) = .45 \times .5 = .225
\]
---
### **Calculate Denominator**
\[
P(\text{both say occurred}) = P(\text{both say occurred} \mid E)P(E) + P(\text{both say occurred} \mid \bar{E})P(\bar{E})
\]
\[
= (.45 \times .5) + (.10 \times .5) = .225 + .05 = .275
\]
---
### **Final Calculation**
\[
P(E \mid \text{both say occurred}) = \frac{.225}{.275} = \frac{225}{275} = \frac{9}{11}
\]
---
## **Final Answer**
\[
\boxed{\frac{9}{11}}
\]
or approximately
\[
\boxed{.818}
\]
---
### **Explanation**
- **Both speaking truth** when the event occurs: .75 × .60 = .45.
- **Both lying** when the event does **not** occur: .25 × .40 = .10.
- Use Bayes to compute the probability that the event really happened, given both say so.
Let me know if you'd like a deeper breakdown on any step!
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