Problem

Linear Regression Application, Interpolation and Extrapolation Use the data and story to answer the following questions The table below shows the number of state-registered automatic weapons and the murder rate for several Northwestern states. \begin{tabular}{|r|r|r|r|r|r|r|r|r|} \hline$x$ & 11.5 & 8.2 & 6.7 & 3.4 & 2.3 & 2.4 & 2.7 & 0.5 \\ \hline$y$ & 13.9 & 11.3 & 9.8 & 7 & 5.8 & 5.9 & 6.3 & 4.6 \\ \hline \end{tabular} $x=$ thousands of automatic weapons $y=$ murders per 100,000 residents Use your calculator to determine the equation of the regression line. (Round to 2 decimal places) Determine the regression equation in $y=a x+b$ form and write it below.

Solution

Step 1 :Given the data of state-registered automatic weapons (in thousands) and the murder rate per 100,000 residents for several Northwestern states, we are asked to determine the equation of the regression line.

Step 2 :The regression line is a line that best fits the data points on a scatter plot. It is used to predict the value of one variable given the value of another variable.

Step 3 :The equation of the regression line is given by \(y = ax + b\), where \(a\) is the slope of the line and \(b\) is the y-intercept.

Step 4 :The slope \(a\) can be calculated as the covariance of \(x\) and \(y\) divided by the variance of \(x\), and the y-intercept \(b\) can be calculated as the mean of \(y\) minus the slope times the mean of \(x\).

Step 5 :Using the given data, we calculate the slope \(a\) to be approximately 0.995 and the y-intercept \(b\) to be approximately 3.39.

Step 6 :Thus, the equation of the regression line is \(y = 0.995x + 3.39\).

Step 7 :\(\boxed{y = 0.995x + 3.39}\) is the final answer.

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