2019
Prediction Analysis for Microbiome Sequencing Data
Wang T, Yang C, Zhao H. Prediction Analysis for Microbiome Sequencing Data. Biometrics 2019, 75: 875-884. PMID: 30994187, DOI: 10.1111/biom.13061.Peer-Reviewed Original ResearchConceptsMonte Carlo expectation-maximization algorithmInverse regression modelReal data exampleTypes of covariatesNew statistical frameworkMaximum likelihood estimationExpectation-maximization algorithmDimension reduction structureInverse regressionStatistical frameworkData examplesStatistical challengesLikelihood estimationMicrobiome sequencing dataHuman microbiome studiesHuman microbiome compositionDifferent library sizesZerosPredictive analysisModelEstimationAlgorithmSimulationsRegression modelsFramework
2005
Aligning Peaks Across Multiple Mass Spectrometry Data Sets Using A Scale-Space Based Approach
Yu W, Li X, Zhao H. Aligning Peaks Across Multiple Mass Spectrometry Data Sets Using A Scale-Space Based Approach. 2005, 126-127. DOI: 10.1109/csbw.2005.19.Peer-Reviewed Original ResearchHierarchical clustering methodScale-space approachAlignment frameworkBased ApproachClustering methodIntensity informationZ-informationAlignment of peaksCurrent approachesPeak alignmentMass spectrometry dataConcrete examplesInformationSpectrometry dataSpace limitationsExtra advantageFrameworkAlignmentParameter determinationSet