AntsNet: Unified Simulation of Isomorphisms Between Ant Colony Intelligence and Machine Learning

Implements the full suite of simulation, visualization, and analysis tools for exploring the mathematical isomorphisms between ant colony decision-making and three major paradigms of machine learning: random forests (Part I: variance reduction through decorrelation), boosting (Part II: bias reduction through adaptive recruitment), and neural networks (Part III: gradient-based generational learning). Accompanies the trilogy "Isomorphic Functionalities between Ant Colony and Ensemble Learning" (Fokoué, Babbitt, and Levental, 2026, <doi:10.48550/arXiv.2603.20328>, <doi:10.48550/arXiv.2604.00038>).

Version:	1.0.0
Depends:	R (≥ 4.1.0)
Imports:	stats, graphics, grDevices, ranger, ggplot2, dplyr, tidyr, patchwork, viridis, ggpubr
Suggests:	shiny, cowplot, knitr, rmarkdown, testthat (≥ 3.0.0)
Published:	2026-04-21
DOI:	10.32614/CRAN.package.AntsNet
Author:	Yuval Levental [aut, cre], Gregory Babbitt [aut], Ernest Fokoué [aut]
Maintainer:	Yuval Levental <yhl3051 at rit.edu>
BugReports:	https://github.com/ylevental/IsomorphismSim_Full/issues
License:	MIT + file LICENSE
URL:	https://github.com/ylevental/IsomorphismSim_Full
NeedsCompilation:	no
Materials:	README
CRAN checks:	AntsNet results

Documentation:

Reference manual:

AntsNet.html , AntsNet.pdf

Downloads:

Package source:	AntsNet_1.0.0.tar.gz
Windows binaries:	r-release: AntsNet_1.0.0.zip, r-oldrel: AntsNet_1.0.0.zip
macOS binaries:	r-release (arm64): AntsNet_1.0.0.tgz, r-oldrel (arm64): AntsNet_1.0.0.tgz, r-release (x86_64): AntsNet_1.0.0.tgz, r-oldrel (x86_64): AntsNet_1.0.0.tgz

Linking:

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