P(B|E) = P(B) X P(E|B) / P(E)

John Horgan took a good whack yesterday at explaining much-heralded Bayes Theorem (includes several good links, and be sure to read the comments section as well):

http://blogs.scientificamerican.com/cross-check/bayes-s-theorem-what-s-the-big-deal/