Mathematical noise function?

How is defined noise function (noise texture) in coordinate space ?
For example, let’s say plane is subdivided enough and noise texture displaces it.
How is defined function F: (x,y,z) ----> ( f1(x),f2(y),f3(z) ) where f1,f2,f3 are functions of one real variables ?