Use technology to construct the confidence intervals for the population variance σ2 and the population standard deviation σ. Assume the sample is taken from a normally distributed population.c=0.99,s=33,n=16The confidence interval for the population variance is □ , ). (Round to two decimal places as needed.)
Q. Use technology to construct the confidence intervals for the population variance σ2 and the population standard deviation σ. Assume the sample is taken from a normally distributed population.c=0.99,s=33,n=16The confidence interval for the population variance is □ , ). (Round to two decimal places as needed.)
Introduction: Now, let's solve the new math problem.question_prompt: What are the confidence intervals for the population variance and standard deviation?First, we need to use the chi-square distribution to find the confidence interval for the population variance.The formula for the confidence interval for the population variance is:[χ2(α/2)(n−1)s2,χ2(1−α/2)(n−1)s2]where n is the sample size, s is the sample standard deviation, α is the significance level (1−c), and χ2(α/2) and χ2(1−α/2) are the chi-square values for α/2 and 1−α/2 degrees of freedom, respectively.
Population Variance Confidence Interval: Given: c=0.99, s=33, n=16The significance level α=1−c=1−0.99=0.01Now we need to find the chi-square values for α/2=0.005 and 1−α/2=0.995 with n−1 degrees of freedom.
Chi-Square Values Calculation: Using a chi-square table or technology, we find the chi-square values for 15 degrees of freedom:χ2(0.005)≈6.262 and χ2(0.995)≈30.578Now we can plug these values into the formula.
Variance Lower Limit Calculation: Calculate the lower limit of the variance confidence interval:[χ2(1−2α)(n−1)s2]=30.57815×332=30.57815×1089=30.57816335≈534.22
Variance Upper Limit Calculation: Calculate the upper limit of the variance confidence interval:(n−1)s2/χ2(α/2) = 15⋅332/6.262= 15⋅1089/6.262= 16335/6.262\approx 2608.97
Population Variance Confidence Interval: Now we have the confidence interval for the population variance: egin{equation}(534.22, 2608.97)egin{equation}Next, we find the confidence interval for the population standard deviation by taking the square root of the variance interval limits.
Standard Deviation Lower Limit Calculation: Calculate the lower limit of the standard deviation confidence interval: 534.22≈23.11
Standard Deviation Upper Limit Calculation: Calculate the upper limit of the standard deviation confidence interval: 2608.97≈51.08
Population Standard Deviation Confidence Interval: Now we have the confidence interval for the population standard deviation: (23.11,51.08)
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