What branch of mathematics deals with predictions/probabilities?

[RustyRazorBlade]

Lets say I wanted to know the probability of a stock price going up to a certain price on a certain day; what branch of mathematics would deal with a problem like that? Is it Calculus? Forgive me if this seems dumb or obvious.