Ensemble Meta-Prediction Framework

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Documentation for package ‘MetaIntegration’ version 0.1.2

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asympVar_LinReg Asymptotic variance-covariance matrix for gamma_Int and gamma_CML for linear regression (continuous outcome Y)
asympVar_LogReg Asymptotic variance-covariance matrix for gamma_Int and gamma_CML for logistic regression (binary outcome Y)
expit Expit
fxnCC_LinReg Constraint maximum likelihood (CML) method for linear regression (continuous outcome Y)
fxnCC_LogReg Constraint maximum likelihood (CML) method for logistic regression (binary outcome Y)
get_gamma_EB Calculate the empirical Bayes (EB) estimates
get_OCW Obtain the proposed Optimal Covariate-Weighted (OCW) estimates
get_SCLearner Obtain the proposed Selective Coefficient-Learner (SC-Learner) estimates
get_var_EB Using simulation to obtain the asymptotic variance-covariance matrix of gamma_EB, package corpcor and MASS are required