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    • A new perspective on boosting in linear regression via subgradient optimization and relatives 

      M. Freund, Robert; Grigas, Paul; Mazumder, Rahul; Freund, Robert Michael; Grigas, Paul Edward (Institute of Mathematical Statistics, 2017-12)
      We analyze boosting algorithms [Ann. Statist. 29 (2001) 1189–1232; Ann. Statist. 28 (2000) 337–407; Ann. Statist. 32 (2004) 407–499] in linear regression from a new perspective: that of modern first-order methods in convex ...