In a two dimensional case, the form of the linear function can be obtained if we know the co-ordinates of two points on the straight line. Suppose x' and x" are two given values and the corresponding y values are y' and y" .
Then the slope of the line is:
m
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The intercept is
a
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In the n dimensional case, we need the co-ordinates of at least n points for finding the linear functional form.
Example
Find the line relating Sales (Y) to Advertizing Expenditure (X) if
X: 20 23 26 29
Y: 160 172 184 196
If we assume that the 4 points (20, 160), (23, 172), (26, 184) and (29, 196) will fall on a straight line, then we may compute 'a' and 'm' using any pair of points.
m = (172 - 160)/(23 - 20) = 4,
a = 160 - (4 x 20) = 80 and
y = 80 + 4x
One may verify that all 4 points fall on the line.
For example, consider the point (29, 196)
80 + (4 x 29) = 196