See here; there seem to be a lot of good-looking papers (I just printed about 20). It's already indexed on WhatToSee so go ahead and try that out. Here are top words from titles:
- learn (51) -- shocking!
- model (16)
- kernel (16) -- an I thought this was just a fad
- cluster (13)
- algorithm (13)
- structur (10) -- this is both for "structured prediction" as well as "structure learning" as well as other things
- machin (10)
- function (10) -- as in "learning X functions" -- X is similarity or distance or basis or...
- data (10)
- supervis (8)
- process (8) -- both Gaussian and Dirichlet
- linear (8)
- featur (8)
- discrimin (8)
- classif (8)
- analysi (8)
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