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mvGPS

Causal Inference using Multivariate Generalized Propensity Score

v1.2.2 · Dec 7, 2021 · MIT + file LICENSE

Description

Methods for estimating and utilizing the multivariate generalized propensity score (mvGPS) for multiple continuous exposures described in Williams, J.R, and Crespi, C.M. (2020) <arxiv:2008.13767>. The methods allow estimation of a dose-response surface relating the joint distribution of multiple continuous exposure variables to an outcome. Weights are constructed assuming a multivariate normal density for the marginal and conditional distribution of exposures given a set of confounders. Confounders can be different for different exposure variables. The weights are designed to achieve balance across all exposure dimensions and can be used to estimate dose-response surfaces.

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CRAN incoming feasibility

Maintainer: ‘Justin Williams <williazo@ucla.edu>’

Package CITATION file contains call(s) to old-style personList() or
as.personList().  Please use c() on person objects instead.

The Description field contains
  Williams, J.R, and Crespi, C.M. (2020) <arxiv:2008.13767>. The methods
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Justin Williams <williazo@ucla.edu>’

Package CITATION file contains call(s) to old-style personList() or
as.personList().  Please use c() on person objects instead.

The Description field contains
  Williams, J.R, and Crespi, C.M. (2020) <arxiv:2008.13767>. The methods
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
NOTE r-devel-linux-x86_64-fedora-clang

dependencies in R code

Namespace in Imports field not imported from: ‘Rdpack’
  All declared Imports should be used.
NOTE r-devel-linux-x86_64-fedora-gcc

dependencies in R code

Namespace in Imports field not imported from: ‘Rdpack’
  All declared Imports should be used.
NOTE r-devel-macos-arm64

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NOTE 3 OK · 11 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Justin Williams <williazo@ucla.edu>’

Package CITATION file contains call(s) to old-style personList() or
as.personList().  Please use c() on person objects instead.

The Description field contains
  Williams, J.R, and Crespi, C.M. (2020) <arxiv:2008.13767>. The methods
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Justin Williams <williazo@ucla.edu>’

Package CITATION file contains call(s) to old-style personList() or
as.personList().  Please use c() on person objects instead.

The Description field contains
  Williams, J.R, and Crespi, C.M. (2020) <arxiv:2008.13767>. The methods
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
NOTE r-devel-linux-x86_64-fedora-clang

dependencies in R code

Namespace in Imports field not imported from: ‘Rdpack’
  All declared Imports should be used.
NOTE r-devel-linux-x86_64-fedora-gcc

dependencies in R code

Namespace in Imports field not imported from: ‘Rdpack’
  All declared Imports should be used.
NOTE r-devel-macos-arm64

Rd files

checkRd: (-1) bal.Rd:156: Escaped LaTeX specials: \&
NOTE r-release-linux-x86_64

Rd files

checkRd: (-1) bal.Rd:156: Escaped LaTeX specials: \&
NOTE r-release-macos-arm64

Rd files

checkRd: (-1) bal.Rd:156: Escaped LaTeX specials: \&
NOTE r-release-macos-x86_64

Rd files

checkRd: (-1) bal.Rd:156: Escaped LaTeX specials: \&
NOTE r-oldrel-macos-arm64

Rd files

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NOTE r-oldrel-macos-x86_64

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checkRd: (-1) bal.Rd:156: Escaped LaTeX specials: \&
NOTE r-oldrel-windows-x86_64

Rd files

checkRd: (-1) bal.Rd:156: Escaped LaTeX specials: \&

Dependency Network

Dependencies Reverse dependencies Rdpack MASS WeightIt cobalt matrixNormal geometry sp gbm CBPS mvGPS

Version History

new 1.2.2 Mar 10, 2026