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Difference between revisions of "Affine function"
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Latest revision as of 15:15, 3 December 2010
There is some confusion about the relation between linear and affine functions. In fact, in introductory calculus the term "affine" is never used. Everything with graph a straight line is a linear function.
Function f: ℝ → ℝ is a linear function only if has the form:
f(x) = mx.
In other words, here each x is multiplied by the same number. That's a linear procedure! But mx + b is not.
Let's look at the properties of a function of this kind.
Addition is preserved under f:
If f(x) = X and f(y) = Y, then f(x + y) = X + Y.
Here x + y is the input and X + Y is the output of f.
Let's instead consider
f(x) = 3x + 1,
then
f(x + y) = 3(x + y) = 3x + 3y + 1; f(x) + f(y) = 3x + 1 + 3y + 1 = 3x + 3y + 2.
These functions are not equal! Thus 3x+1 does not preserve addition, so it’s not linear.
Scalar multiplication is preserved under f:
If f(x) = X, then f(αx) = αX.
Instead consider
f(x) = 3x + 1,
then
f(2x) = 3(2x) + 1 = 6x + 1; 2f(x) = 2(3x + 1) = 6x + 2.
These functions are not equal!
Example. Consider
f(x) = 3x + 1.
Addition is preserved if under f:
x → X and y → Y ⇒ x + y → X + Y (input) (output)
But:
f(x + y) = 3(x + y) + 1 = 3x + 3y + 1 f(x) + f(y) = 3x + 1 + 3y + 1 = 3x + 3y + 2 (the functions are not equal)
Thus, 3x + 1 does not preserve addition, so it is not linear.
Scalar multiplication is preserved if under f:
x → X ⇒ αx → αX
But:
f(2x) = 3(2x) + 1 = 6x + 1, 2f(x) = 2(3x + 1) = 6x + 2 (the functions are not equal).
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