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Material Type: Assignment; Class: STAT METH FOR RSRCH; Subject: STATISTICS; University: Iowa State University; Term: Unknown 1989;
Typology: Assignments
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Stat 401, Section F Homework 9 Due Date: Wednesday, October 31
(a) We will use linear regression to describe the relationship between altitude and dark respiration. Which of the two variables would most naturally be considered the explanatory variable and which would be the response variable? (b) Compute the equation of the least-squares regression line. (c) Compute a 95% confidence interval for the slope of the regression line. (d) Estimate the mean respiration rate for a tree growing at 300 meters above the origin. (e) Do you think your estimate in part (d) involved interpolation or extrapolation? Explain. (f) Estimate the standard deviation of mean dark respiration rate for trees growing 300 meters above the origin.
Variable Sample Mean Sample Standard Deviation Crop Size (number of fruit) 110 40 Percentage of Wormy Fruits 45 12
(a) Find the equation of the least-squares regression line for predicting percentage of wormy fruits from crop size. (b) Write down the ANOVA table for the simple linear regression of percentage of wormy fruit on crop size. Compute the F statistic and find a p-value. (c) Based on the F statistic and p-value that you computed in part (b), would you say the slope of the regression line is significantly different from 0? (d) Find a 99% confidence interval for β 1 , the slope of the least squares regression line for predicting percentage of wormy fruit from crop size. (e) What proportion of the variability in percentage of wormy fruit is explained by the regression of percentage of wormy fruit on crop size? (f) Estimate the mean percentage of wormy fruits for trees with a crop size of 150 fruit. (g) Provide a 95% confidence interval for the mean percentage of wormy fruits for trees with a crop size of 150 fruit.
(h) Suppose a tree with 150 fruit is randomly selected from all trees with 150 fruit. Provide an interval that will contain the percentage of wormy fruit for this tree with 90% confidence.
(a) Examine scatter plots of Y on X, log(Y ) on X, Y on log(X), and log(Y ) on log(X). For each plot, state whether a linear relationship looks appropriate or inappropriate. (b) Give the equation of the least-squares regression line for the most appropriate of these four regres- sions relating Y to X. (There are several good choices possible here, you will receive full credit so long as you justify your choice correctly.) (c) Write a statement that provides an interpretation of the slope of the most appropriate least-squares regression line.
(a) Fill in the blanks in the following sentence. A doubling of the chemical concentration was estimated to cause a multiplicative change of (95% confidence interval to ) in the median bacteria count. (b) Estimate the median bacteria counts for chemical concentrations of 6 and 12 mg/L, respectively. Show that these estimates are consistent with your statement in part (a). Hint: Transform estimates on the log(Y ) back to the original Y scale using e_._