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GMDHreg (version 0.2.3)

Regression using GMDH Algorithms

Description

Regression using GMDH algorithms from Prof. Alexey G. Ivakhnenko. Group Method of Data Handling (GMDH), or polynomial neural networks, is a family of inductive algorithms that performs gradually complicated polynomial models and selecting the best solution by an external criterion. In other words, inductive GMDH algorithms give possibility finding automatically interrelations in data, and selecting an optimal structure of model or network. The package includes GMDH Combinatorial, GMDH MIA (Multilayered Iterative Algorithm), GMDH GIA (Generalized Iterative Algorithm) and GMDH Combinatorial with Active Neurons.

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Version

Install

install.packages('GMDHreg')

Monthly Downloads

213

Version

0.2.3

License

GPL-3

Maintainer

Manuel Tilve

Last Published

January 23rd, 2024

Functions in GMDHreg (0.2.3)

fun.N_3

GMDH MIA auxiliar functions
fun.poly

Performs polynomial to use in GMDH Combinatorial.
fun.N_2

GMDH MIA auxiliar functions
fun.svd_1

Perform svd regression
fun.svd_2

Perform svd regression
fun.N_1

GMDH MIA auxiliar functions
gmdh.combi_2

GMDH COMBI auxiliar functions
gmdh.combi.twice_2

GMDH COMBI-TWICE auxiliar function
gmdh.combi.twice_1

GMDH COMBI-TWICE auxiliar function
fun.filter

Auxiliar function to remove duplicated or zero variance regressors
gmdh.combi.twice_3

GMDH COMBI-TWICE auxiliar function
predict.neurona

Predict neurona object
predict.mia

Predict GMDH MIA object
predict.gia

Predict GMDH GIA object
gmdh.combi_3

GMDH COMBI auxiliar functions
fun.svd_3

Perform svd regression
gmdh.gia_2

GMDH GIA auxiliar functions
predict.combi

Predict GMDH Combinatorial
gmdh.combi_1

GMDH COMBI auxiliar functions
predict.combitwice

Predict GMDH Twice-Multilayered Combinatorial
gmdh.combi

GMDH Combinatorial
gmdh.mia

GMDH MIA
gmdh.gia_3

GMDH GIA auxiliar functions
gmdh.mia_1

GMDH MIA auxiliar functions
gmdh.combi.twice

GMDH Twice-Multilayered Combinatorial
gmdh.gia

GMDH GIA
predict.svd

Predict svd regression
gmdh.gia_1

GMDH GIA auxiliar functions
gmdh.mia_2

GMDH MIA auxiliar functions
gmdh.mia_3

GMDH MIA auxiliar functions