问题


There is a single choice question about high school statistics. Answer the question by replying A, B, C or D.
Question: Which of the following statements is (are) true? I. In order to use a χ2 procedure, the expected value for each cell of a one- or two-way table must be at least 5. II. In order to use χ2 procedures, you must have at least 2 degrees of freedom. III. In a 4 × 2 two-way table, the number of degrees of freedom is 3.
A. I only
B. I and III only
C. I and II only
D. III only
Answer:

答案

模型 模型答案 正确答案
金声玉亮2.0

B. I and III only

Explanation:

I. This statement is true. In order to use a χ2 procedure, the expected value for each cell of a one- or two-way table must be at least 5. This is a common assumption for χ2 tests, as it helps to ensure that the test statistic is approximately χ2-distributed.

II. This statement is false. While it is true that the number of degrees of freedom for a χ2 test is typically at least 1, there is no requirement that it be at least 2.

III. This statement is true. In a 4 × 2 two-way table, the number of degrees of freedom is (4-1) × (2-1) = 3 × 1 = 3.

Therefore, the correct answer is B. I and III only.
B
deepseekr1

The correct answer is **B. I and III only**.

**Explanation:**
- **Statement I** is true because chi-square tests require each cell's expected value to be at least 5 (a common rule of thumb in high school statistics).
- **Statement II** is false because chi-square procedures can be applied even with 1 degree of freedom (e.g., a 2×2 table has 1 df).
- **Statement III** is true since the degrees of freedom for a 4×2 table are calculated as (4−1)(2−1)=3.

Thus, only statements I and III are true.

Answer: B
B
gpto1 B B
GPT-4o B. I and III only B
llama3.1-70B-Instruct

C
B
llama3.1-405B-Instruct

B
B
DeepSeek-Coder-V2 B. I and III only B
Qwen2-72B-Instruct B. I and III only B
baichuan4 C. I and II only B
doubao B

I is true. The expected value for each cell should generally be at least 5 for the chi-square procedure to be valid. III is also true. For a 4 × 2 two-way table, the degrees of freedom is (4-1)×(2-1) = 3. II is not necessarily true as the degrees of freedom depend on the specific situation and the table configuration.
B
minimax B. I and III only

Explanation:
I. This statement is true for the χ2 test of independence. A common rule of thumb is that each cell should have an expected count of at least 5 for the χ2 test to be valid. However, this is a rule of thumb and not a strict requirement; the actual requirement is that the expected frequencies should not be too small, and the χ2 test can be used with smaller expected frequencies if the sample size is large enough.

II. This statement is false. There is no requirement that you must have at least 2 degrees of freedom to use χ2 procedures. Degrees of freedom are determined by the number of categories minus 1 for each variable in the table. For example, a 2 × 2 table has 1 degree of freedom.

III. This statement is true. For a 4 × 2 table, the degrees of freedom are calculated as (number of rows - 1) × (number of columns - 1). So, (4 - 1) × (2 - 1) = 3 × 1 = 3 degrees of freedom.
B
kimi B. I and III only

Let's break down the statements:

I. This statement is true. For a chi-square (χ2) test to be valid, it is generally recommended that the expected value for each cell in the contingency table be at least 5. This is to ensure that the test's assumptions are met and the results are reliable.

II. This statement is false. For a chi-square test, the degrees of freedom (df) are calculated based on the number of categories in the table. For a one-way table, the degrees of freedom are calculated as (number of categories - 1). For a two-way table, the degrees of freedom are calculated as (number of rows - 1) * (number of columns - 1). It is not a requirement that you must have at least 2 degrees of freedom to use chi-square procedures; however, having fewer than 2 degrees of freedom can make the test less informative.

III. This statement is true. For a 4 × 2 two-way table, the degrees of freedom would be calculated as (4 - 1) * (2 - 1) = 3.

Therefore, statements I and III are true, making option B the correct answer.
B
wenxinyiyan C. I and II only

Explanation:

I. In order to use a χ2 procedure, the expected value for each cell of a one- or two-way table must be at least 5.

* This statement is true. When conducting a χ2 test (such as a chi-square test for independence or goodness of fit), it is generally recommended that the expected count in each cell of the table should be at least 5. If the expected counts are too small, the χ2 test may not be valid.

II. In order to use χ2 procedures, you must have at least 2 degrees of freedom.

* This statement is also true. Degrees of freedom (df) in a χ2 test refer to the number of independent pieces of information used to calculate the χ2 statistic. In most χ2 procedures, you need at least 2 degrees of freedom to conduct the test. If there are fewer than 2 degrees of freedom, the χ2 distribution cannot be properly defined.

III. In a 4 × 2 two-way table, the number of degrees of freedom is 3.

* This statement is false. In a two-way table (also known as a contingency table), the degrees of freedom are calculated as (r - 1) × (c - 1), where r is the number of rows and c is the number of columns. In a 4 × 2 table, the degrees of freedom would be (4 - 1) × (2 - 1) = 3 × 1 = 3 if we were talking about a simple chi-square test for independence. However, in the context of this question, it seems to suggest that there are only 3 degrees of freedom in any χ2 procedure involving a 4 × 2 table, which is not generally true. The specific χ2 procedure used (e.g., independence, goodness of fit, homogeneity, etc.) will determine the exact degrees of freedom. Since the statement is not universally true for all χ2 procedures in a 4 × 2 table, it is considered false in this context.

Therefore, statements I and II are true, while statement III is false. The correct answer is C (I and II only).
B
zhipu B. I and III only

Explanation:
- Statement I is true: For the χ² test to be valid, it is generally recommended that the expected frequency in each cell of the contingency table should be at least 5.
- Statement II is false: You can have a χ² test with only 1 degree of freedom (e.g., a 2x2 contingency table).
- Statement III is true: The degrees of freedom for a two-way table are calculated as (number of rows - 1) * (number of columns - 1). For a 4x2 table, this is (4-1) * (2-1) = 3.

Therefore, the correct answer is B. I and III only.
B
gpto1 B B
deepseekv3 The correct answer is **B. I and III only**.

### Explanation:
1. **Statement I**: This is true. A key assumption for using the χ² (chi-square) test is that the expected value for each cell in a one- or two-way table must be at least 5. This ensures the validity of the test.

2. **Statement II**: This is false. There is no strict requirement that you must have at least 2 degrees of freedom to use χ² procedures. For example, a χ² test with 1 degree of freedom (e.g., a goodness-of-fit test with 2 categories) is valid.

3. **Statement III**: This is true. In a 4 × 2 two-way table, the number of degrees of freedom is calculated as (rows - 1) × (columns - 1) = (4 - 1) × (2 - 1) = 3.

Thus, the correct statements are **I and III only**.
B