CRAN/E | GMDH2

GMDH2

Binary Classification via GMDH-Type Neural Network Algorithms

Installation

About

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, ).

www.softmed.hacettepe.edu.tr/GMDH2

Key Metrics

Version 1.8
R ≥ 3.2.2
Published 2022-10-26 549 days ago
Needs compilation? no
License GPL-2
License GPL-3
CRAN checks GMDH2 results

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Maintainer

Maintainer

Osman Dag

osman.dag@outlook.com

Authors

Osman Dag

aut / cre

Erdem Karabulut

aut

Reha Alpar

aut

Merve Kasikci

ctb

Material

Reference manual
Package source

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

GMDH2 archive

Depends

R ≥ 3.2.2

Imports

e1071
utils
graphics
stats
randomForest
glmnet
nnet
MASS
plotly
magrittr
xtable

Suggests

mlbench