There never was a sounder logical maxim of scientific procedure than Ockham's razor: Entia non sunt multiplicanda praeter necessitatem. That is to say; before you try a complicated hypothesis, you should make quite sure that no simplification of it will explain the facts equally well.

Collected Papers of Charles Sanders Peirce (ed. Harvard University Press, 1974) - ISBN: 9780674138025