Complex sentence: While noise is by definition derived from a random signal, it can have different characteristic statistical properties corresponding to different mappings from a source of randomness to the concrete noise.
Split into simpler sentences: While noise is by definition derived from a random signal. It can have different characteristic statistical properties corresponding to different mappings from a source of randomness to the concrete noise.