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 |
| Reference manual: | AntsNet.html , AntsNet.pdf |
| Package source: | AntsNet_1.0.0.tar.gz |
| Windows binaries: | r-devel: AntsNet_1.0.0.zip, 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 |
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