Thispaperintroducesanovelmeasure-theoreticlearningtheorytoanalyzegeneralizationbehaviorsofpracticalinterest.Theproposedlearningtheoryhasthefollowingabilities:1)toutilizethequalitiesofeachlearnedrepresentationonthepathfromrawinputstooutputsinrepresentationlearnin