Recently,calityPreservingProjections(LPP)hasshownitsaPPlieabilityinmanyareasineludinginformationretri .LPP15basedonLaPlacianEigenmaPs and hassimilareaPabilityformanifoldlearning.YetLPP15linear,thus15simPleand eonvenientlikeotherlinearmethods.Inthisthesis,weSystematicallyinvestigatethe useofLPPforwebimageretri .Moreover,Wehavedevel0Pedseveralnew algorithmstoimProvethePerformanceofLPPforwebimageretri byincorporatingtheuserProvidedrelevaneefeedbacks,andeombiningSVMandL

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