One can easily embed R into R^N with a dense image, so it's straightforward to see that one parameter is always enough. In the case of computable reals (which contain everything we deal with when doing things numerically), the embedding is even bijective. This completely misses the point, though, because the "natural" number of parameters is important in understanding reality.