2016
Multiple Change-Point Detection: A Selective Overview
Niu Y, Hao N, Zhang H. Multiple Change-Point Detection: A Selective Overview. Statistical Science 2016, 31: 611-623. DOI: 10.1214/16-sts587.Peer-Reviewed Original Research
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
2012
THE SCREENING AND RANKING ALGORITHM TO DETECT DNA COPY NUMBER VARIATIONS.
Niu YS, Zhang H. THE SCREENING AND RANKING ALGORITHM TO DETECT DNA COPY NUMBER VARIATIONS. The Annals Of Applied Statistics 2012, 6: 1306-1326. PMID: 24069112, PMCID: PMC3779928, DOI: 10.1214/12-aoas539supp.Peer-Reviewed Original ResearchThe screening and ranking algorithm to detect DNA copy number variations
Niu Y, Zhang H. The screening and ranking algorithm to detect DNA copy number variations. The Annals Of Applied Statistics 2012, 6: 1306-1326. DOI: 10.1214/12-aoas539.Peer-Reviewed Original ResearchDNA copy number variationsSource of genetic variationGenome analysis platformHigh-throughput dataCopy number variationsRanking algorithmGenetic variationNumber variationsPhenotypic differencesTheoretical propertiesThroughput dataAnalysis platformAlgorithmCharacterization algorithmGenomeComputational methods