Type: Package
Package: MetaIntegration
Title: Ensemble Meta-Inference Framework
Version: 0.1.3
Description: An ensemble meta-inference framework to integrate multiple
        regression models into a current study. Gu, T., Taylor, J.M.G.
        and Mukherjee, B. (2021) <arXiv:2010.09971>. A meta-analysis
        framework along with two weighted estimators as the ensemble of
        empirical Bayes estimators, which combines the estimates from
        the different external models. The proposed framework is
        flexible and robust in the ways that (i) it is capable of
        incorporating external models that use a slightly different set
        of covariates; (ii) it is able to identify the most relevant
        external information and diminish the influence of information
        that is less compatible with the internal data; and (iii) it
        nicely balances the bias-variance trade-off while preserving
        the most efficiency gain. The proposed estimators are more
        efficient than the naive analysis of the internal data and
        other naive combinations of external estimators.
Authors@R: c(
    person(given = "Tian", family = "Gu", role = c("aut"), email = "gutian@umich.edu"),
    person(given = "Bhramar", family = "Mukherjee", role = c("aut"), email = "bhramar@umich.edu"),
    person(given = "Michael", family = "Kleinsasser", role = c("cre"), email = "biostat-cran-manager@umich.edu")
    )
Maintainer: Michael Kleinsasser <mkleinsa@umich.edu>
License: GPL-2
Encoding: UTF-8
Biarch: true
Depends: R (>= 3.5.0)
Imports: Rsolnp, corpcor, MASS, knitr
URL: https://github.com/umich-biostatistics/MetaIntegration
BugReports: https://github.com/umich-biostatistics/MetaIntegration/issues
RoxygenNote: 7.1.1
Roxygen: list(markdown = TRUE)
Repository: https://umich-biostatistics.r-universe.dev
Date/Publication: 2021-09-22 14:10:52 UTC
RemoteUrl: https://github.com/umich-biostatistics/metaintegration
RemoteRef: HEAD
RemoteSha: c7c80d84ded9ea6785b19aafce5f08b42517f284
NeedsCompilation: no
Packaged: 2026-06-17 10:04:49 UTC; root
Author: Tian Gu [aut],
  Bhramar Mukherjee [aut],
  Michael Kleinsasser [cre]