Measuring the height of a California redwood tree is very difficult because these trees grow to heights of over 300 feet. People with these trees understand that the height of a California redwood tree is related to other characteristics of the tree, including the diameter of the tree at the breast height of a person. The data in Redwood represent the height (in feet) and diameter (in inches) at the height of a person for a sample of 21 California redwood trees. a. Assuming a linear relationship, use the least-squares method to compute the regression coefficients b 0 and b 1 . State the regression equation that predicts the height of a tree based on the tree’s diameter at breast at breast height of a person. b. Interpret the meaning of the slope in this equation. c. Predict the mean height for a tree that has a breast height diameter of 25 inches. d. Interpret the meaning of the coefficient of determination in this problem. e. Perform a residual analysis on the results and determine the adequacy of the model. f. Determine whether there is a significant relationship between the height of redwood trees and the breast height diameter at the 0.05 level of significance. g. Construct a 95 % confidence interval estimate of the population slope between the height of the redwood trees and breast height diameter. h. What conclusions can you reach about the relationship of the diameter of the tree and its height?
Measuring the height of a California redwood tree is very difficult because these trees grow to heights of over 300 feet. People with these trees understand that the height of a California redwood tree is related to other characteristics of the tree, including the diameter of the tree at the breast height of a person. The data in Redwood represent the height (in feet) and diameter (in inches) at the height of a person for a sample of 21 California redwood trees. a. Assuming a linear relationship, use the least-squares method to compute the regression coefficients b 0 and b 1 . State the regression equation that predicts the height of a tree based on the tree’s diameter at breast at breast height of a person. b. Interpret the meaning of the slope in this equation. c. Predict the mean height for a tree that has a breast height diameter of 25 inches. d. Interpret the meaning of the coefficient of determination in this problem. e. Perform a residual analysis on the results and determine the adequacy of the model. f. Determine whether there is a significant relationship between the height of redwood trees and the breast height diameter at the 0.05 level of significance. g. Construct a 95 % confidence interval estimate of the population slope between the height of the redwood trees and breast height diameter. h. What conclusions can you reach about the relationship of the diameter of the tree and its height?
Solution Summary: The author explains how to find the regression coefficients using least-squares method using Minitab.
Measuring the height of a California redwood tree is very difficult because these trees grow to heights of over 300 feet. People with these trees understand that the height of a California redwood tree is related to other characteristics of the tree, including the diameter of the tree at the breast height of a person. The data in Redwood represent the height (in feet) and diameter (in inches) at the height of a person for a sample of 21 California redwood trees.
a. Assuming a linear relationship, use the least-squares method to compute the regression coefficients
b
0
and
b
1
.
State the regression equation that predicts the height of a tree based on the tree’s diameter at breast at breast height of a person.
b. Interpret the meaning of the slope in this equation.
c. Predict the mean height for a tree that has a breast height diameter of 25 inches.
d. Interpret the meaning of the coefficient of determination in this problem.
e. Perform a residual analysis on the results and determine the adequacy of the model.
f. Determine whether there is a significant relationship between the height of redwood trees and the breast height diameter at the 0.05 level of significance.
g. Construct a
95
%
confidence interval estimate of the population slope between the height of the redwood trees and breast height diameter.
h. What conclusions can you reach about the relationship of the diameter of the tree and its height?
Definition Definition Method in statistics by which an observation’s uncertainty can be quantified. The main use of interval estimating is for describing a range that is made by transforming a point estimate by determining the range of values, or interval within which the population parameter is likely to fall. This range helps in measuring its precision.
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