2024
On Optimality of Mallows Model Averaging
Peng J, Li Y, Yang Y. On Optimality of Mallows Model Averaging. Journal Of The American Statistical Association 2024, 120: 1152-1163. DOI: 10.1080/01621459.2024.2402566.Peer-Reviewed Original ResearchNon-nested setAsymptotic optimalityModel selectionCp criterionMallows model averageCandidate modelsOptimal convex combinationMallows' Cp criterionMinimax adaptiveSampling inequalitiesMallows modelConvex combinationTheoretical findingsOptimal riskSupplementary materialsMA estimatesModel averagingTheoretical justificationModel weightsAverage modelNested setMild conditionsMinimaxEstimationInequality
2015
Computing Molecular Signatures as Optima of a Bi-Objective Function: Method and Application to Prediction in Oncogenomics
Gardeux V, Chelouah R, Wanderley MF, Siarry P, Braga AP, Reyal F, Rouzier R, Pusztai L, Natowicz R. Computing Molecular Signatures as Optima of a Bi-Objective Function: Method and Application to Prediction in Oncogenomics. Cancer Informatics 2015, 14: cin.s21111. PMID: 25983540, PMCID: PMC4426938, DOI: 10.4137/cin.s21111.Peer-Reviewed Original Research
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