Pointwise product

Summary

In mathematics, the pointwise product of two functions is another function, obtained by multiplying the images of the two functions at each value in the domain. If f and g are both functions with domain X and codomain Y, and elements of Y can be multiplied (for instance, Y could be some set of numbers), then the pointwise product of f and g is another function from X to Y which maps x in X to f (x)g(x) in Y.

Formal definition edit

Let X and Y be sets such that Y has a notion of multiplication — that is, there is a binary operation

  given by  

Then given two functions   the pointwise product   is defined by

 

for all x in X. Just as we often omit the symbol for the binary operation ⋅ (i.e. we write yz instead of y ⋅ z), we often write fg for f ⋅ g.

Examples edit

The most common case of the pointwise product of two functions is when the codomain is a ring (or field), in which multiplication is well-defined.

  • If Y is the set of real numbers  , then the pointwise product of   is just normal multiplication of the images. For example, if we have   and   then
     
    for every x in  
  • The convolution theorem states that the Fourier transform of a convolution is the pointwise product of Fourier transforms:
     

Algebraic application of pointwise products edit

Let X be a set and let R be a ring. Since addition and multiplication are defined in R, we can construct an algebraic structure known as an algebra out of the functions from X to R by defining addition, multiplication, and scalar multiplication of functions to be done pointwise.

If RX denotes the set of functions from X to R, then we say that if f, g are elements of RX, then f + g, fg, and rf — the last of which is defined by

 

for all r in R — are all elements of RX.

Generalization edit

If both f and g have as their domain all possible assignments of a set of discrete variables, then their pointwise product is a function whose domain is constructed by all possible assignments of the union of both sets. The value of each assignment is calculated as the product of the values of both functions given to each one the subset of the assignment that is in its domain.

For example, given the function f1 of the boolean variables p and q, and f2 of the boolean variables q and r, both with the range in   the pointwise product of f1 and f2 is shown in the next table:

 

See also edit