Featured Publications
SDPRX: A statistical method for cross-population prediction of complex traits
Zhou G, Chen T, Zhao H. SDPRX: A statistical method for cross-population prediction of complex traits. American Journal Of Human Genetics 2022, 110: 13-22. PMID: 36460009, PMCID: PMC9892700, DOI: 10.1016/j.ajhg.2022.11.007.Peer-Reviewed Original ResearchConceptsStatistical methodsJoint distributionWide association study (GWAS) summary statisticsNon-European populationsReal traitsSummary statisticsCross-population predictionPrediction accuracyGenome-wide association study summary statisticsLinkage disequilibrium differencesPrediction performancePolygenic risk scoresComplex traitsStatisticsSimulationsApplicationsTraits
2014
Low-Rank Modeling and Its Applications in Image Analysis
Zhou X, Yang C, Zhao H, Yu W. Low-Rank Modeling and Its Applications in Image Analysis. ACM Computing Surveys 2014, 47: 1-33. DOI: 10.1145/2674559.Peer-Reviewed Original ResearchLow-rank modelingLow-rank matrix recoveryExact low-rank matrix recoveryImage analysisMatrix recoveryClass of methodsComputer visionLow-rank matrixCollaborative filteringData miningArt algorithmsConvex programmingRank modelingMatrix completionNumerical experimentsAlgorithmGreat successRelated applicationsSignal processingModelingVariables of interestApplicationsMiningProgrammingMore attention