jackGroupSE {drcSeedGerm} | R Documentation |
Delete-a-Petri-dish jackknife
Description
This function estimates standard errors for regression model parameters by using the fully-iterated delete-a-group jackknife (Yu and Peng, 2008). This is asymptotically equivalent to the cluster-robust 'sandwich' variance estimator (Lipsiz, 1994).
Usage
jackGroupSE(obj, data, units)
Arguments
obj |
a fitted model object |
data |
dataset containing the variables used in obj |
units |
a vector containing the code for Petri dishes |
Details
Care should be taken to ensure that the assumptions for using a fully-iterated jackknife are valid.
Value
This function returns a data.frame containing the estimated parameters, the SEs and the robust SEs
Author(s)
Andrea Onofri
References
Yu, B., Peng, Y., 2008. Mixture cure models for multivariate survival data. Computational Statistics and Data Analysis 52, 1524–1532. Lipsitz, S.R., Dear, K.B.G., Zhao, L., 1994. Jackknife Estimators of Variance for Parameter Estimates from Estimating Equations with Applications to Clustered Survival Data. Biometrics 50, 842–846.
Examples
data(rape)
modHTE <- drmte( nSeeds ~ timeBef + timeAf + Psi,
data=rape, fct=HTE1())
robust <- jackGroupSE(modHTE, rape, rape$Dish)
robust