pedro domingos qimyqfcswashingtonedu icml2007 tutorial practical statistical relational learning httpwwwcswashingtoneduhomespedrodpsrlhtml statistical relational learning srl focuses learning samples noniid independent identically distributed domains data noniid widespread examples include web search information extraction perception medical diagnosisepidemiology molecular systems biology social science security ubiquitous computing others domains modeling dependencies examples greatly improve predictive performance lead better understanding relevant phenomena however much complex treating examples independently goal tutorial provide researchers practitioners tools needed learn interdependent examples difficulty learn isolated examples today begin introduction four foundational areas srl logical inference inductive logic programming probabilistic inference statistical learning show combine principled efficient way survey major approaches using markov logic foundation finally show apply techniques wide variety problems using alchemy opensource software concrete tool thu 07 aug 2008 165501 0700 uai icml2007 tutorial practical statistical relational learning