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>).
Version: 1.8 Depends: R (≥ 3.2.2) Imports: e1071, utils, graphics, stats, randomForest, glmnet, nnet, MASS, plotly, magrittr, xtable Suggests: mlbench Published: 2022-10-26 DOI: 10.32614/CRAN.package.GMDH2 Author: Osman Dag [aut, cre], Erdem Karabulut [aut], Reha Alpar [aut], Merve Kasikci [ctb] Maintainer: Osman Dag <osman.dag at outlook.com> License: GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] URL: http://www.softmed.hacettepe.edu.tr/GMDH2 NeedsCompilation: no CRAN checks: GMDH2 results Documentation: Downloads: Linking:Please use the canonical form https://CRAN.R-project.org/package=GMDH2 to link to this page.
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