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Midterm Exam 2 Review (Nonadaptive) Question 7 of 16 (1 point)|Question Attempt: 1 of Unlimited

Dennis

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 Question 7 Suppose that χ2 follows a chi-square distribution with 28 degrees of freedom. Use the ALEKS calculator to answer the following. (a) Compute P≤χ242. Round your answer to at least three decimal places.

=P≤χ242 (b) Find k such that =P>χ2k0.05. Round your answer to at least two decimal places.

=k

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Solution

To solve these questions, we need to work with the chi-square distribution for a given degree of freedom. Let's tackle each part:

Part (a): Compute P(χ242)P(\chi^2 \leq 42) for 28 degrees of freedom

This requires finding the cumulative probability for the chi-square distribution with 28 degrees of freedom at the point χ2=42\chi^2 = 42.

  1. Approach: Use a chi-square cumulative distribution function (CDF) table or an online chi-square calculator to find P(χ242)P(\chi^2 \leq 42).
  2. Result: The cumulative probability is approximately 0.923. This means the probability that a chi-square value is less than or equal to 42 with 28 degrees of freedom is 0.923.

Part (b): Find kk such that P(χ2>k)=0.05P(\chi^2 > k) = 0.05

Here, we want to find the critical value kk for which the probability of observing a chi-square value greater than kk is 0.05. This corresponds to the 95th percentile of the chi-square distribution with 28 degrees of freedom.

  1. Approach: Use a chi-square inverse CDF or a calculator to find the value of kk such that P(χ2k)=0.95P(\chi^2 \leq k) = 0.95.
  2. Result: The value of kk is approximately 41.34. This means that 5% of the distribution is to the right of this value.

Let me know if you'd like further details or have any questions about these solutions.

Related Questions

  1. What is the 50th percentile (median) for a chi-square distribution with 28 degrees of freedom?
  2. How does the shape of the chi-square distribution change with increasing degrees of freedom?
  3. What is the mean and variance of a chi-square distribution with 28 degrees of freedom?
  4. How would the probability change in part (a) if the degrees of freedom were 40 instead of 28?
  5. What is the 90th percentile for a chi-square distribution with 28 degrees of freedom?

Tip

Remember that the mean of a chi-square distribution is equal to its degrees of freedom, and the variance is twice the degrees of freedom.

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Math Problem Analysis

Mathematical Concepts

Chi-square Distribution
Probability
Cumulative Distribution Function (CDF)
Percentiles

Formulas

P(χ² ≤ x) = cumulative probability of χ²
P(> χ² k) = 0.05

Theorems

Chi-square distribution properties
Inverse CDF for chi-square

Suitable Grade Level

College/University Level (Statistics)