High-dimensional generalized median adaptive lasso with application to omics data
Liu Y, Gao Q, Wei K, Huang C, Wang C, Yu Y, Qin G, Wang T. High-dimensional generalized median adaptive lasso with application to omics data. Briefings In Bioinformatics 2024, 25: bbae059. PMID: 38436558, PMCID: PMC10939310, DOI: 10.1093/bib/bbae059.Peer-Reviewed Original ResearchMeSH KeywordsAlzheimer DiseaseComputer SimulationDatabases, FactualHumansLinear ModelsProtein Processing, Post-TranslationalConceptsAccuracy of variable selectionVariable selectionContext of high-dimensional dataAdaptive lassoHigh-dimensional dataAccurate estimates of causal effectsEstimation of causal effectsMedian regression modelsPenalty weightSimulation resultsCovariate selectionSymmetric distributionEffect estimatesRoot mean square errorCausal effectsLASSOAccuracyEstimationDatasetAccurate estimationMethodInitiative databaseSuperioritySelectionInference