Data for 2009 + 2010 March Madness. Can your algorithm predict the tourney?

We had a (small) Hacker News fantasy league for March Madness last year -- the only rule was that your picks had to be by some algorithm which you shared after everyone made their picks. I'd be happy to set up one for this year if there's enough interest.

How is one supposed to run any sort of machine learning algorithm with only two seasons of data? I could understand throwing the stats from the last 15-20 seasons into Weka and seeing what it said about 2010, but seriously how useful is only 2 seasons worth of data going to be?

Great idea! Looking forward to seeing your predictions.