Package: AntsNet
Title: Unified Simulation of Isomorphisms Between Ant Colony
        Intelligence and Machine Learning
Version: 1.0.0
Authors@R: c(
    person("Yuval", "Levental", email = "yhl3051@rit.edu", role = c("aut", "cre")),
    person("Gregory", "Babbitt", email = "gabsbi@rit.edu", role = "aut"),
    person("Ernest", "Fokoué", email = "epfeqa@rit.edu", role = "aut"))
Description: 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>).
License: MIT + file LICENSE
Encoding: UTF-8
URL: https://github.com/ylevental/IsomorphismSim_Full
BugReports: https://github.com/ylevental/IsomorphismSim_Full/issues
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)
RoxygenNote: 7.3.3
Config/testthat/edition: 3
NeedsCompilation: no
Packaged: 2026-04-16 19:24:21 UTC; ylevental
Author: Yuval Levental [aut, cre],
  Gregory Babbitt [aut],
  Ernest Fokoué [aut]
Maintainer: Yuval Levental <yhl3051@rit.edu>
Repository: CRAN
Date/Publication: 2026-04-21 19:02:41 UTC
Built: R 4.6.0; ; 2026-04-26 04:13:22 UTC; unix
