2020
A Set of Efficient Methods to Generate High-Dimensional Binary Data With Specified Correlation Structures
Jiang W, Song S, Hou L, Zhao H. A Set of Efficient Methods to Generate High-Dimensional Binary Data With Specified Correlation Structures. The American Statistician 2020, 75: 310-322. DOI: 10.1080/00031305.2020.1816213.Peer-Reviewed Original ResearchHigh-dimensional binary dataCommon correlation structuresCorrelation structureTime complexityUnequal probabilityStatistical methodsGeneral correlation matricesCorrelated binary dataBinary dataQuadratic time complexityMonte Carlo methodCorrelation matrixData simulationLinear time complexityIncrease of dimensionCarlo methodData generationEfficient algorithmTime costValidity conditionsComplexity methodBinary variablesSimulation methodR packageAlgorithm
1999
On a Randomization Procedure in Linkage Analysis
Zhao H, Merikangas K, Kidd K. On a Randomization Procedure in Linkage Analysis. American Journal Of Human Genetics 1999, 65: 1449-1456. PMID: 10521312, PMCID: PMC1288298, DOI: 10.1086/302607.Peer-Reviewed Original ResearchConceptsEfficient simulation procedureObserved test statisticSimulation-based methodTheoretical resultsTest statisticNovel simulation methodSimulation methodReal dataSimulation procedureUninformative markersTheoretical workStatistical testsPedigree structureGenomewide significance levelRandomization procedureDiabetes dataStatistics