Hi All,
I just want to add to John & Zara's comments, for those working on the genomics dataset, that (at least) 2 algorithms that do work with the full set of data are support vector machines and C5.0. As some of you noticed the C5.0 tree is very simple... but it does work really well on the test data. Simple and accurate is very nice!
Cheers,
John