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PDF-2StructuredEstimationDenotebyXthesetofpatternsandletYbethesetoflabels. PDF document

mmXi1yiyxif f2Here fisaregularizersuchasanRKHSnorm fkfk2Hand0istheassociatedregularizationconstantwhichsafeguardsusagainstoverttingSince2isnotoriouslyhardtominimizesevera

mmXi=1(yi;y(xi;f))+ [f]:(2)Here [f]isaregularizer suchasanRKHSnorm [f]=kfk2Hand0istheassociatedregular-izationconstant whichsafeguardsusagainstovertting.Since(2)isnotoriouslyhardtominimizesevera

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