causalBatch: Causal Batch Effects

Software which provides numerous functionalities for detecting and removing group-level effects from high-dimensional scientific data which, when combined with additional assumptions, allow for causal conclusions, as-described in our manuscripts Bridgeford et al. (2024) <doi:10.1101/2021.09.03.458920> and Bridgeford et al. (2023) <doi:10.48550/arXiv.2307.13868>. Also provides a number of useful utilities for generating simulations and balancing covariates across multiple groups/batches of data via matching and propensity trimming for more than two groups.

Package details

AuthorEric W. Bridgeford [aut, cre], Michael Powell [ctb], Brian Caffo [ctb], Joshua T. Vogelstein [ctb]
MaintainerEric W. Bridgeford <ericwb95@gmail.com>
LicenseGPL-3
Version1.3.0
URL https://github.com/neurodata/causal_batch
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("causalBatch")

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causalBatch documentation built on April 3, 2025, 8:38 p.m.