Phenotype driven data augmentation methods for transcriptomic data
Janakarajan N, Graziani M, Martínez M. Phenotype driven data augmentation methods for transcriptomic data. Bioinformatics Advances 2024, 5: vbaf124. PMID: 40487930, PMCID: PMC12141816, DOI: 10.1093/bioadv/vbaf124.Peer-Reviewed Original ResearchAugmentation methodSupervised learning tasksData augmentation methodData augmentation strategyData augmentation methodsApplication of machine learning methodsSynthetic data pointsMachine learning methodsMachine learning modelsClass imbalanceLearning methodsLearning modelsTranscriptome dataLearning tasksAugmentation strategiesGene expression dataParametric estimationDataData pointsGamma-PoissonExpression dataNon-parametric
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