New to Java

I've read over the APIs and it mostly sounds like Greek to me.
My purposes are banking and sometimes the numbers can be quite large.
If I need to use DecimalFormat regardless of which type I use (see topic),
can anyone tell me which type I should use to achieve both the precision and accuracy I need?
And, can I get a simple explanation of the difference without having to pursue a math degree?

Thank you.