High-Dimensional Screening for Semiparametric Longitudinal Regression


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Documentation for package ‘VariableScreening’ version 0.2.1

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screenIID Feature Selection for Ultrahigh-Dimensional Datasets with Independent Subjects,
screenLD Perform high-dimensional screening for semiparametric longitudinal regression
screenVCM Perform screening for ultrahigh-dimensional varying coefficient model
simulateDCSIS Simulate a dataset for demonstrating the performance of screenIID with the DC-SIS method
simulateLD Simulate a dataset for testing the performance of screenlong
simulateMVSIS Simulate a dataset for demonstrating the performance of screenIID with the MV-SIS option with categorical outcome variable
simulateMVSISNY Simulate a dataset for demonstrating the performance of screenIID with the MV-SIS method with numeric outcome Y
simulateSIRS Simulate a dataset for demonstrating the performance of screenIID with the SIRS method
simulateVCM Simulate a dataset for testing the performance of screenVCM