Ockham's Razor

[Siegmund]

The only thing similar to it that I can think of is the likelihood ratio test to compare "full" and "reduced" models in statistics - adding an extra explanatory variable always gives you a better fit even if the extra variable is meaningless, so you have to prove the extra variable has improved the fit more than would be expected by chance.