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a professor todays our honor to have a professor ifang Leo from UNC Chapel Hill to give the talk about his recent research on learning individualized achievements rules with many treatments so uh Professor Efron uh have a numerous Awards including NSF Korea and so the fellow for IMS essay so uh main research for info is in the bankmatics and the robust social machine learning and data science and high dimensional data analysis so people now its your floor thank you Ian for the kind invitation its a pleasure for me to share some recent work we have been doing so today I will uh talk about some new method on individualized treatment rules so thats the scenario when there are many treatments this is a joint work with my current PhD student at high Shima and the college academy dont exam at the UNC Chapel Hill so as an introduction um we all know that uh you know we we need to see doctor when we are sick and um the password of personal medicine and also these days sometimes cant kno