问题


There is a single choice question about college mathematics. Answer the question by replying A, B, C or D.
Question: Suppose X is a discrete random variable on the set of positive integers such that for each positive integer n, the probability that X = n is 1/2^n. If Y is a random variable with the same probability distribution and X and Y are independent, what is the probability that the value of at least one of the variables X and Y is greater than 3 ?
A. 1/64
B. 15/64
C. 1/4
D. 3/8
Answer:

答案

模型 模型答案 正确答案
金声玉亮2.0 B. 15/64 B
deepseekr1

The problem requires finding the probability that at least one of the independent random variables \(X\) or \(Y\) (with identical distributions \(P(n) = \frac{1}{2^n}\)) is greater than 3.

1. **Complement Approach**:
The complement of "at least one > 3" is "both ≤ 3."
- Compute \(P(X \leq 3)\):
\[
P(X \leq 3) = \frac{1}{2} + \frac{1}{4} + \frac{1}{8} = \frac{7}{8}.
\]
- Since \(X\) and \(Y\) are independent:
\[
P(X \leq 3 \text{ and } Y \leq 3) = \left(\frac{7}{8}\right)^2 = \frac{49}{64}.
\]
- Subtract from 1:
\[
P(\text{at least one > 3}) = 1 - \frac{49}{64} = \frac{15}{64}.
\]

2. **Inclusion-Exclusion Principle**:
\[
P(X > 3 \text{ or } Y > 3) = P(X > 3) + P(Y > 3) - P(X > 3)P(Y > 3).
\]
- \(P(X > 3) = 1 - P(X \leq 3) = \frac{1}{8}\), similarly for \(Y\).
- Substitute:
\[
\frac{1}{8} + \frac{1}{8} - \left(\frac{1}{8}\right)\left(\frac{1}{8}\right) = \frac{2}{8} - \frac{1}{64} = \frac{16}{64} - \frac{1}{64} = \frac{15}{64}.
\]

Both methods confirm the answer is **B. 15/64**.

**Answer: B**
B
gpto1 B B
GPT-4o To find the probability that at least one of the variables \( X \) and \( Y \) is greater than 3, we can use the complement rule. First, we will find the probability that both \( X \) and \( Y \) are less than or equal to 3.

The probability mass function of \( X \) (and similarly \( Y \)) is given by \( P(X = n) = \frac{1}{2^n} \).

The probability that \( X \leq 3 \) is:
\[ P(X \leq 3) = P(X = 1) + P(X = 2) + P(X = 3) \]
\[ P(X \leq 3) = \frac{1}{2} + \frac{1}{4} + \frac{1}{8} \]
\[ P(X \leq 3) = \frac{4}{8} + \frac{2}{8} + \frac{1}{8} \]
\[ P(X \leq 3) = \frac{7}{8} \]

Since \( X \) and \( Y \) are independent, the probability that both \( X \leq 3 \) and \( Y \leq 3 \) is:
\[ P(X \leq 3 \text{ and } Y \leq 3) = P(X \leq 3) \cdot P(Y \leq 3) \]
\[ P(X \leq 3 \text{ and } Y \leq 3) = \left( \frac{7}{8} \right) \cdot \left( \frac{7}{8} \right) \]
\[ P(X \leq 3 \text{ and } Y \leq 3) = \frac{49}{64} \]

The complement of the event "both \( X \) and \( Y \) are less than or equal to 3" is the event "at least one of \( X \) or \( Y \) is greater than 3". Therefore, the probability that at least one of the variables \( X \) or \( Y \) is greater than 3 is:
\[ P(\text{at least one of } X \text{ or } Y \text{ is greater than 3}) = 1 - P(X \leq 3 \text{ and } Y \leq 3) \]
\[ P(\text{at least one of } X \text{ or } Y \text{ is greater than 3}) = 1 - \frac{49}{64} \]
\[ P(\text{at least one of } X \text{ or } Y \text{ is greater than 3}) = \frac{64}{64} - \frac{49}{64} \]
\[ P(\text{at least one of } X \text{ or } Y \text{ is greater than 3}) = \frac{15}{64} \]

Therefore, the answer is B:
\[ \boxed{15/64} \]
B
llama3.1-70B-Instruct

B
B
llama3.1-405B-Instruct

C. The probability that the value of at least one of the variables X and Y is greater than 3 is equal to 1 minus the probability that the values of both X and Y are less than or equal to 3. Since X and Y are independent, the latter probability is the product of the probabilities that the value of X is less than or equal to 3 and the value of Y is less than or equal to 3. Since X and Y have the same probability distribution, these two probabilities are equal. Therefore, the desired probability is 1 minus the square of the probability that the value of X is less than or equal to 3. The probability that the value of X is less than or equal to 3 is the sum of the probabilities that the value of X is 1, 2, or 3. Therefore, the probability that the value of at least one of the variables X and Y is greater than 3 is 1 minus the square of the sum of the probabilities that the value of X is 1, 2, or 3. Since the probability that the value of X is n is 1/2^n, the probability that the value of X is 1, 2, or 3 is 1/2^1, 1/2^2, and 1/2^3, respectively. Therefore, the probability that the value of at least one of the variables X and Y is greater than 3 is 1 minus the square of the sum of 1/2^1, 1/2^2, and 1/2^3, which is 1 minus the square of 1/2 + 1/4 + 1/8, which is 1 minus the square of 7/8, which is 1 - 49/64, which is 15/64.
The best answer is B.
B
DeepSeek-Coder-V2 B. 15/64 B
Qwen2-72B-Instruct B. 15/64 B
baichuan4 B B
doubao D

The probability that X is less than or equal to 3 is 1/2 + 1/2^2 + 1/2^3 = 7/8. The same for Y. The probability that both X and Y are less than or equal to 3 is (7/8) * (7/8) = 49/64. So the probability that at least one of them is greater than 3 is 1 - 49/64 = 15/64.
B
minimax To solve this problem, we need to calculate the probability that at least one of the variables X or Y is greater than 3. This is equivalent to 1 minus the probability that both X and Y are less than or equal to 3.

First, let's calculate the probability that X ≤ 3 and Y ≤ 3.

For X ≤ 3, we have:
P(X = 1) = 1/2
P(X = 2) = 1/4
P(X = 3) = 1/8

The probability that X is less than or equal to 3 is the sum of these probabilities:
P(X ≤ 3) = P(X = 1) + P(X = 2) + P(X = 3) = 1/2 + 1/4 + 1/8 = 4/8 + 2/8 + 1/8 = 7/8

Since X and Y are independent, the probability that both X and Y are less than or equal to 3 is the product of their individual probabilities:
P(X ≤ 3 and Y ≤ 3) = P(X ≤ 3) * P(Y ≤ 3) = (7/8) * (7/8) = 49/64

Now, the probability that at least one of the variables is greater than 3 is:
1 - P(X ≤ 3 and Y ≤ 3) = 1 - 49/64 = 64/64 - 49/64 = 15/64

Therefore, the correct answer is B. 15/64.
B
kimi To solve this problem, we need to calculate the probability that at least one of the variables X or Y is greater than 3. We can do this by first finding the probability that neither X nor Y is greater than 3 and then subtracting this from 1.

The probability that X equals a specific positive integer n is given by P(X = n) = 1/2^n.

Let's find the probability that X is less than or equal to 3:
- P(X ≤ 3) = P(X = 1) + P(X = 2) + P(X = 3)
- P(X ≤ 3) = 1/2^1 + 1/2^2 + 1/2^3
- P(X ≤ 3) = 1/2 + 1/4 + 1/8
- P(X ≤ 3) = 4/8 + 2/8 + 1/8
- P(X ≤ 3) = 7/8

Since X and Y are independent, the probability that both X and Y are less than or equal to 3 is the product of their individual probabilities:
- P(X ≤ 3 and Y ≤ 3) = P(X ≤ 3) * P(Y ≤ 3)
- P(X ≤ 3 and Y ≤ 3) = (7/8) * (7/8)
- P(X ≤ 3 and Y ≤ 3) = 49/64

Now, we want the probability that at least one of X or Y is greater than 3, which is the complement of both being less than or equal to 3:
- P(at least one > 3) = 1 - P(X ≤ 3 and Y ≤ 3)
- P(at least one > 3) = 1 - 49/64
- P(at least one > 3) = 64/64 - 49/64
- P(at least one > 3) = 15/64

So the correct answer is B. 15/64.
B
wenxinyiyan B

Explanation:

First, let's calculate the probability that X (or Y, since they have the same distribution) is less than or equal to 3:

P(X≤3) = P(X=1) + P(X=2) + P(X=3)
= 1/2^1 + 1/2^2 + 1/2^3
= 1/2 + 1/4 + 1/8
= 7/8

Now, since X and Y are independent, the probability that both X and Y are less than or equal to 3 is:

P(X≤3 and Y≤3) = P(X≤3) * P(Y≤3)
= (7/8) * (7/8)
= 49/64

Finally, to find the probability that at least one of X and Y is greater than 3, we take the complement of the probability that both are less than or equal to 3:

P(X>3 or Y>3) = 1 - P(X≤3 and Y≤3)
= 1 - 49/64
= 15/64
B
zhipu To find the probability that at least one of the variables \( X \) or \( Y \) is greater than 3, we can use the complementary probability approach.

First, we calculate the probability that both \( X \) and \( Y \) are less than or equal to 3.

The probability that \( X \leq 3 \):
\[
P(X \leq 3) = P(X = 1) + P(X = 2) + P(X = 3)
\]
Given \( P(X = n) = \frac{1}{2^n} \):
\[
P(X \leq 3) = \frac{1}{2^1} + \frac{1}{2^2} + \frac{1}{2^3} = \frac{1}{2} + \frac{1}{4} + \frac{1}{8} = \frac{4}{8} + \frac{2}{8} + \frac{1}{8} = \frac{7}{8}
\]

Similarly, the probability that \( Y \leq 3 \) is the same:
\[
P(Y \leq 3) = \frac{7}{8}
\]

Since \( X \) and \( Y \) are independent, the probability that both \( X \leq 3 \) and \( Y \leq 3 \) is:
\[
P(X \leq 3 \text{ and } Y \leq 3) = P(X \leq 3) \times P(Y \leq 3) = \left( \frac{7}{8} \right)^2 = \frac{49}{64}
\]

Now, the probability that at least one of \( X \) or \( Y \) is greater than 3 is the complement of the probability that both are less than or equal to 3:
\[
P(\text{at least one of } X \text{ or } Y \text{ is greater than } 3) = 1 - P(X \leq 3 \text{ and } Y \leq 3) = 1 - \frac{49}{64} = \frac{64}{64} - \frac{49}{64} = \frac{15}{64}
\]

Thus, the correct answer is:
\[
\boxed{B}
\]
B
gpto1 B B
deepseekv3 To solve this problem, we first determine the probability that both \( X \) and \( Y \) are **less than or equal to 3**. Then, we subtract this probability from 1 to find the probability that **at least one** of them is greater than 3.

### Step 1: Probability that \( X \leq 3 \)
The probability distribution of \( X \) (and \( Y \)) is given by:
\[
P(X = n) = \frac{1}{2^n}, \quad n = 1, 2, 3, \dots
\]
Thus, the probability that \( X \leq 3 \) is:
\[
P(X \leq 3) = P(X = 1) + P(X = 2) + P(X = 3) = \frac{1}{2} + \frac{1}{4} + \frac{1}{8} = \frac{7}{8}.
\]

Since \( X \) and \( Y \) are independent, the probability that both \( X \leq 3 \) and \( Y \leq 3 \) is:
\[
P(X \leq 3 \text{ and } Y \leq 3) = P(X \leq 3) \cdot P(Y \leq 3) = \frac{7}{8} \cdot \frac{7}{8} = \frac{49}{64}.
\]

### Step 2: Probability that at least one of \( X \) or \( Y \) is greater than 3
This is the complement of the event that both \( X \leq 3 \) and \( Y \leq 3 \). Thus:
\[
P(\text{at least one} > 3) = 1 - P(X \leq 3 \text{ and } Y \leq 3) = 1 - \frac{49}{64} = \frac{15}{64}.
\]

### Final Answer
The correct choice is **B**.
\(\boxed{B}\)
B