Estimator Augmentation and Simulation-Based Inference


[Up] [Top]

Documentation for package ‘EAinference’ version 0.2.3

Help Pages

cv.lasso Compute K-fold cross-validated mean squared error for lasso
hdIS Compute importance weights for lasso, group lasso, scaled lasso or scaled group lasso estimator under high-dimensional setting
lassoFit Compute lasso estimator
MHLS Metropolis-Hastings lasso sampler under a fixed active set.
PB.CI Provide '(1-alpha)%' confidence interval of each coefficients
PBsampler Parametric bootstrap sampler for lasso, group lasso, scaled lasso or scaled group lasso estimator
plot.MHLS Plot Metropolis-Hastings sampler outputs
postInference.MHLS Post-inference with lasso estimator
print.MHLS Print Metropolis-Hastings sampler outputs
summary.MHLS Summarizing Metropolis-Hastings sampler outputs