Targeted maximum likelihood estimation for antibody measurements in R. In addition to estimating age-dependent antibody curves with ensemble machine learning, the tmleAb package makes it easier to estimate marginally adjusted means from the curves, and compare marginally adjusted means between populations. This package is mainly a convenience wrapper: the heavy lifting for machine learning is conducted using the \code{\link[SuperLearner]{SuperLearner}} package, and statistical estimation is conducted using the \code{\link[tmle]{tmle}} package. However, it also provides access to parametric modeling methods applied to antibody data.
Package details |
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Maintainer | |
License | GPL-3 |
Version | 0.3.4 |
URL | http://github.com/ben-arnold/tmleAb |
Package repository | View on GitHub |
Installation |
Install the latest version of this package by entering the following in R:
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