Package: GMDH2 1.8

GMDH2: Binary Classification via GMDH-Type Neural Network Algorithms

Performs binary classification via Group Method of Data Handling (GMDH) - type neural network algorithms. There exist two main algorithms available in GMDH() and dceGMDH() functions. GMDH() performs classification via GMDH algorithm for a binary response and returns important variables. dceGMDH() performs classification via diverse classifiers ensemble based on GMDH (dce-GMDH) algorithm. Also, the package produces a well-formatted table of descriptives for a binary response. Moreover, it produces confusion matrix, its related statistics and scatter plot (2D and 3D) with classification labels of binary classes to assess the prediction performance. All 'GMDH2' functions are designed for a binary response (Dag et al., 2019, <https://download.atlantis-press.com/article/125911202.pdf>).

Authors:Osman Dag [aut, cre], Erdem Karabulut [aut], Reha Alpar [aut], Merve Kasikci [ctb]

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GMDH2.pdf |GMDH2.html
GMDH2/json (API)

# Install 'GMDH2' in R:
install.packages('GMDH2', repos = c('https://osmandag.r-universe.dev', 'https://cloud.r-project.org'))

On CRAN:

Conda:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

1.28 score 1 stars 19 scripts 238 downloads 6 exports 83 dependencies

Last updated 2 years agofrom:cc1996c8d9. Checks:4 OK, 5 NOTE. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKMar 23 2025
R-4.5-winOKMar 23 2025
R-4.5-macOKMar 23 2025
R-4.5-linuxOKMar 23 2025
R-4.4-winNOTEMar 23 2025
R-4.4-macNOTEMar 23 2025
R-4.4-linuxNOTEMar 23 2025
R-4.3-winNOTEMar 23 2025
R-4.3-macNOTEMar 23 2025

Exports:confMatcplot2dcplot3ddceGMDHGMDHTable

Dependencies:askpassbase64encbslibcachemclassclicodetoolscolorspacecpp11crosstalkcurldata.tabledigestdplyre1071evaluatefansifarverfastmapfontawesomeforeachfsgenericsggplot2glmnetgluegtablehighrhtmltoolshtmlwidgetshttrisobanditeratorsjquerylibjsonliteknitrlabelinglaterlatticelazyevallifecyclemagrittrMASSMatrixmemoisemgcvmimemunsellnlmennetopensslpillarpkgconfigplotlypromisesproxypurrrR6randomForestrappdirsRColorBrewerRcppRcppEigenrlangrmarkdownsassscalesshapestringistringrsurvivalsystibbletidyrtidyselecttinytexutf8vctrsviridisLitewithrxfunxtableyaml