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Sin-Lin-Reg
Published:
Simple Linear Regression
Y = A + B * X
B = (xy - x * y) / (x² - x * x)
A = (x² * y - x * xy) / (x² - x * x) = y - B * x
R = (xy - x * y)
R = ¾¾¾¾¾¾¾¾¾¾¾¾¾¾
R = Ö (x² - x * x)(y² - y * y)
A - intercept, B - slope, R - correlation
x - average of x values, x² - average of the x squared values
y - average of the y values, y² - average of the y squared values
xy - average of the x and y products
Example
1 - Data
x | y |
1 | 5 |
2 | 28 |
3 | 36 |
4 | 106 |
5 | 108 |
6 | 122 |
2 - Data, Squared, and Product Values
x | x² | y | y² | xy |
1 | 1 | 5 | 25 | 5 |
2 | 4 | 28 | 784 | 56 |
3 | 9 | 36 | 1296 | 108 |
4 | 16 | 106 | 11236 | 424 |
5 | 25 | 108 | 11664 | 540 |
6 | 36 | 122 | 14884 | 732 |
3 - Averages
x | x² | y | y² | xy |
3.5 | 15.1667 | 67.5 | 6648.1667 | 310.8333 |
4 - A, B and R Values
B = (310.8333 - (3.5 * 67.5)) / (15.1667 - (3.5 * 3.5))
B = 25.57
A = 67.5 - (25.57 * 3.5)
A = -22.00
R = (310.8333 - (3.5 * 67.5)) / Ö(15.1667 - (3.5 * 3.5))(6648.1667 - (67.5 * 67.5))
R = +0.9548
5 - Linear Equation
Y = A + B * X
Y = -22.00 + 25.57 * X
6 - Actual and Estimated Linear Values
x | actual - y | linear - y |
1 | 5 | 3.57 |
2 | 28 | 29.14 |
3 | 36 | 54.71 |
4 | 106 | 80.28 |
5 | 108 | 105.85 |
6 | 122 | 131.42 |
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