2012
A nonparametric regression method for multiple longitudinal phenotypes using multivariate adaptive splines
Zhu W, Zhang H. A nonparametric regression method for multiple longitudinal phenotypes using multivariate adaptive splines. Frontiers Of Mathematics In China 2012, 8: 731-743. PMID: 25309585, PMCID: PMC4193387, DOI: 10.1007/s11464-012-0256-8.Peer-Reviewed Original Research
2003
Identification of Linear Directions in Multivariate Adaptive Spline Models
Zhang H, Yu C, Zhu H, Shi J. Identification of Linear Directions in Multivariate Adaptive Spline Models. Journal Of The American Statistical Association 2003, 98: 369-376. DOI: 10.1198/016214503000152.Peer-Reviewed Original ResearchSimulation studyMathematical resultsLinear discriminant analysisProjection pursuitFunctional formStatistical challengesMultivariate adaptive regression splines
1997
Multivariate Adaptive Splines for Analysis of Longitudinal Data
Zhang H. Multivariate Adaptive Splines for Analysis of Longitudinal Data. Journal Of Computational And Graphical Statistics 1997, 6: 74-91. DOI: 10.1080/10618600.1997.10474728.Peer-Reviewed Original ResearchSemi-parametric modelNonparametric modelLongitudinal dataMultivariate adaptive splinesGeneral time trendExistence of autocorrelationMultivariate adaptive regression splinesRandom-effects linear modelsAdaptive regression splinesAdaptive splinesCovariance estimationDesign matrixRegression splinesFast algorithmTime trendsIterative procedureGeneral algorithmLinear modelSplinesModel buildingMean curveEstimationAlgorithmData structureEssential features