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Maria-Florina Balcan 03/30/2015 Semi-Supervised learning Readings: Semi-Supervised learning . Encyclopedia of Machine learning . Jerry Zhu, 2010 Combining Labeled and Unlabeled Data with Co-Training. Avrim Blum, Tom Mitchell. COLT 1998. Labeled Examples Fully Supervised learning learning Algorithm Expert / Oracle Data Source Distribution D on X c* : X ! Y (x1,c*(x1)),.., (xm,c*(xm)) h : X ! Y x1 > 5 x6 > 2 +1 -1 +1 + - + + + - - - - - Labeled Examples learning Algorithm Expert / Oracle Data Source Distribution D on X c* : X ! Y (x1,c*(x1)),.., (xm,c*(xm)) h : X ! Y Goal: h has small error over D. errDh=Prx~ D(hx c (x)) Sl={(x1,y1), ..,(xml,yml)} xi drawn from D, yi=c (xi) Fully Supervised learning Two Core Aspects of Supervised learning Algorithm Design . How to optimize? Automatically generate rules that do well on observed data.
Maria-Florina Balcan 03/30/2015 Semi-Supervised Learning Readings: • Semi-Supervised Learning. Encyclopedia of Machine Learning. Jerry Zhu, 2010
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