2016
Energy bagging tree.
Cao T, Wang X, Zhang H. Energy bagging tree. Statistics And Its Interface 2016, 9: 171-181. PMID: 26594301, PMCID: PMC4648255, DOI: 10.4310/sii.2016.v9.n2.a5.Peer-Reviewed Original ResearchMeasures of dispersionMultivariate nonparametric regression problemReal data analysisNonparametric regression problemsGini’s mean differenceNon-parametric extensionExtensive simulation studyRegression problemsSimulation studyEnergy distanceComplex dataBagging treesRegression tree methodTree methodSample variationData analysisDispersion
2015
Conditional Distance Correlation
Wang X, Pan W, Hu W, Tian Y, Zhang H. Conditional Distance Correlation. Journal Of The American Statistical Association 2015, 110: 1726-1734. PMID: 26877569, PMCID: PMC4749041, DOI: 10.1080/01621459.2014.993081.Peer-Reviewed Original ResearchMultivariate random variablesThird random variableRandom variablesSample versionReal data analysisDesirable theoretical propertiesStatistical inferenceConditional dependenceRandom kernelsTheoretical propertiesArbitrary dimensionImportant practical utilityU-processesTest statisticConditional independenceGraphical modelsNumerical simulationsDistance correlationIntuitive propertiesMonotonic functionSample measuresNonparametric measuresPractical utilityDependenceVariables