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epiworldRcalibrate: Fast and Effortless Calibration of Agent-Based Models using Machine Learning

Provides tools and pre-trained Machine Learning [ML] models for calibration of Agent-Based Models [ABMs] built with the R package 'epiworldR'. Implements methods described in Najafzadehkhoei, Vega Yon, Modenesi, and Meyer (2025) <doi:10.48550/arXiv.2509.07013>. Users can automatically calibrate ABMs in seconds with pre-trained ML models, effectively focusing on simulation rather than calibration. Bridges a gap by allowing public health practitioners to run their own ABMs without the advanced technical expertise often required by calibration.

Version: 0.1.2
Depends: R (≥ 3.5)
Imports: reticulate (≥ 1.2), utils
Suggests: testthat (≥ 3.0.0), epiworldR
Published: 2026-02-18
DOI: 10.32614/CRAN.package.epiworldRcalibrate
Author: Sima Najafzadehkhoei ORCID iD [aut, cre], George Vega Yon ORCID iD [aut], Bernardo Modenesi [aut], Centers for Disease Control and Prevention [fnd] (Award number 1U01CK000585; 75D30121F00003)
Maintainer: Sima Najafzadehkhoei <sima.njf at utah.edu>
BugReports: https://github.com/sima-njf/epiworldRcalibrate/issues
License: MIT + file LICENSE
URL: https://sima-njf.github.io/epiworldRcalibrate/, https://github.com/sima-njf/epiworldRcalibrate
NeedsCompilation: no
Citation: epiworldRcalibrate citation info
Materials: README, NEWS
CRAN checks: epiworldRcalibrate results

Documentation:

Reference manual: epiworldRcalibrate.html , epiworldRcalibrate.pdf

Downloads:

Package source: epiworldRcalibrate_0.1.2.tar.gz
Windows binaries: r-devel: epiworldRcalibrate_0.1.2.zip, r-release: epiworldRcalibrate_0.1.2.zip, r-oldrel: epiworldRcalibrate_0.1.2.zip
macOS binaries: r-release (arm64): epiworldRcalibrate_0.1.2.tgz, r-oldrel (arm64): epiworldRcalibrate_0.1.2.tgz, r-release (x86_64): not available, r-oldrel (x86_64): not available

Linking:

Please use the canonical form https://CRAN.R-project.org/package=epiworldRcalibrate to link to this page.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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