Browsing CSAIL Technical Reports (July 1, 2003 - present) by Subject "optimal rates, Learning, regularization methods, adaptation, cross-validation"

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    • Adaptation for Regularization Operators in Learning Theory 

      Caponnetto, Andrea; Yao, Yuan (2006-09-10)
      We consider learning algorithms induced by regularization methods in the regression setting. We show that previously obtained error bounds for these algorithms using a-priori choices of the regularization parameter, can ...