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Question
8 the number of newly reported crime cases in a county in new york state is shown in the accompanying table. write the linear regression equation that represents this set of data. (let x = 0 represent 1999.) using this equation, find the projected number of new cases for 2009, rounded to the nearest whole number.
| year (x) | new cases (y) |
|---|---|
| 2000 | 457 |
| 2001 | 369 |
| 2002 | 351 |
Step1: Calculate sums
Let \(n = 4\) (number of data - points).
\(\sum_{i = 1}^{n}x_{i}=0 + 1+2 + 3=6\)
\(\sum_{i = 1}^{n}y_{i}=440 + 457+369+351 = 1617\)
\(\sum_{i = 1}^{n}x_{i}^{2}=0^{2}+1^{2}+2^{2}+3^{2}=0 + 1+4 + 9 = 14\)
\(\sum_{i = 1}^{n}x_{i}y_{i}=0\times440+1\times457+2\times369+3\times351=457 + 738+1053 = 2248\)
Step2: Calculate slope \(m\)
The formula for the slope \(m\) of the linear - regression line \(y=mx + b\) is \(m=\frac{n\sum_{i = 1}^{n}x_{i}y_{i}-\sum_{i = 1}^{n}x_{i}\sum_{i = 1}^{n}y_{i}}{n\sum_{i = 1}^{n}x_{i}^{2}-(\sum_{i = 1}^{n}x_{i})^{2}}\)
Step3: Calculate y - intercept \(b\)
The formula for the y - intercept \(b\) is \(b=\frac{\sum_{i = 1}^{n}y_{i}-m\sum_{i = 1}^{n}x_{i}}{n}\)
The linear - regression equation is \(y=-35.5x + 457.5\)
Step4: Find \(x\) value for 2009
Since \(x = 0\) represents 1999, for 2009, \(x=2009 - 1999=10\)
Step5: Predict number of new cases
Substitute \(x = 10\) into the equation \(y=-35.5x + 457.5\)
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The linear regression equation is \(y=-35.5x + 457.5\), and the projected number of new cases for 2009 is 103.