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The journey to tensors begins with scalars and vectors.

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Homogeneous Function

The function f(x,y) is a homogeneous function of degree \alpha if the following is true:

f(tx,ty) = t^\alpha f(x,y)

Example:

f(x,y) = x^2 + y^2

For this equation, f(tx,ty) = t^2x^2 + t^2y^2 = t^2(x^2 + y^2) = t^2 f(x,y)

A similar example:

f(x,y) = x^3 + y^3

f(tx,ty) = t^3x^3 + t^3y^3 = t^3(x^3 + y^3) = t^3 f(x,y)

After seeing these examples for 2 and 3, you should be able to generalize this.

Let’s look at one more example:

f(x,y) = x^2 + xy + x^2

f(tx,ty) = t^2x^2 + (tx)(ty) + t^2y^2 = t^2x^2 + t^2xy + t^2y^2 =t^2(x^2 + xy + y^2)

Below is another example for which the number of x’s and y’s is the same for every term:

 x^4 + x^3y + x^2y^2 +xy^3 + y^4

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