Deep Dimension Reduction for Supervised Representation Learning
Huang J, Jiao Y, Liao X, Liu J, Yu Z. Deep Dimension Reduction for Supervised Representation Learning. IEEE Transactions On Information Theory 2024, 70: 3583-3598. DOI: 10.1109/tit.2023.3340658.Peer-Reviewed Original ResearchRepresentation learningStandard deep learning modelsHigh-dimensional complex dataSupervised representation learningRepresentation learning tasksDeep neural networksEffective data representationsContext of classificationDeep learning modelsNonparametric representationDimension reduction methodDimension reduction approachLearned representationsPromote disentanglementData representationNeural networkComplex dataLearning modelsDimension reductionTarget representationLearning tasksReduction methodSufficient dimension reduction methodsLow-dimensionalConditional independence