Package: sisireg 1.2.1

Lars Metzner

sisireg: Sign-Simplicity-Regression-Solver

Implementation of the SSR-Algorithm. The Sign-Simplicity-Regression model is a nonparametric statistical model which is based on residual signs and simplicity assumptions on the regression function. Goal is to calculate the most parsimonious regression function satisfying the statistical adequacy requirements. Theory and functions are specified in Metzner (2020, ISBN: 979-8-68239-420-3, "Trendbasierte Prognostik") and Metzner (2021, ISBN: 979-8-59347-027-0, "Adäquates Maschinelles Lernen").

Authors:Lars Metzner [aut, cre]

sisireg_1.2.1.tar.gz
sisireg_1.2.1.tar.gz(r-4.7-arm64)sisireg_1.2.1.tar.gz(r-4.7-x86_64)sisireg_1.2.1.tar.gz(r-4.6-arm64)sisireg_1.2.1.tar.gz(r-4.6-x86_64)
sisireg_1.2.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
sisireg/json (API)

# Install 'sisireg' in R:

install.packages('sisireg', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org'))

On CRAN:

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

1.00 score 173 downloads 27 exports 13 dependencies

Last updated from:2b039f6e27. Checks:6 OK. Indexed: yes.

Target	Result	Time
linux-devel-arm64	OK	122
linux-devel-x86_64	OK	137
source / vignettes	OK	153
linux-release-arm64	OK	144
linux-release-x86_64	OK	119
wasm-release	OK	100

Exports:axe axe_narch_model axe_narch_predict fii_model fii_prediction onnx_load onnx_save psplot psplot3d psplotnd psplotnd2 psvalid runvalid snarch ssr ssr_predict ssr3d ssr3d_predict ssrmlp_predict ssrmlp_train ssrmlp2_train ssrnd ssrnd_predict ssrnd2 ssrnd2_predict ssrnd2NN tauM

Dependencies:here jsonlite lattice Matrix png rappdirs Rcpp RcppTOML reticulate rlang rprojroot withr zoo

Help page	Topics
Data model for the AxE-Model (Axiomatic Econometric Modeling Paradigm)	axe
implementation of the AxE model based on the ssr-MLP	axe_narch_model
Prediction function for the AxE-NARCH model	axe_narch_predict
Factor-wise Influence Indicator (Model-fii) for a given ssrmlp model	fii_model
Factor-wise Influence Indicator (Prediction-fii) for a given ssrmlp model regarding a given input vector	fii_prediction
Loading a ssrmlp model from ONNX file	onnx_load
Saving a ssrmlp model in onnx format to file	onnx_save
Partial Sum Plot	psplot
Partial Sum Plot for 2-dimensional coordinates	psplot3d
Partial Sum Plot for the multidimensional coordinates	psplotnd
Partial Sum Plot for the multidimensional coordinates - reworked	psplotnd2
Partial Sum Validity Check	psvalid
Maximum Run Validity Check	runvalid
S-NARCH Model	snarch
Onedimensional SSR-model calculation	ssr
SSR model Prediction	ssr_predict
3-dimensional SSR model	ssr3d
3-dimensional SSR model prediction	ssr3d_predict
Prediction function for the ssrMLP	ssrmlp_predict
2-layer MLP with partial sum optimization	ssrmlp_train
2-layer MLP with partial sum optimization - reworked	ssrmlp2_train
Multi-dimensional SSR model	ssrnd
Prediction function for the multi-dimensional SSR model	ssrnd_predict
Multi-dimensional SSR model - reworked	ssrnd2
Prediction function for the multi-dimensional SSR model - reworked	ssrnd2_predict
Near Neighborhood Estimator for Multi-dimensional SSR model	ssrnd2NN
Trend-based Correlation	tauM

Package: sisireg 1.2.1

sisireg: Sign-Simplicity-Regression-Solver

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Help Manual

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