Package: visualpred 0.1.1

Javier Portela

visualpred: Visualization 2D of Binary Classification Models

Visual contour and 2D point and contour plots for binary classification modeling under algorithms such as 'glm', 'rf', 'gbm', 'nnet' and 'svm', presented over two dimensions generated by 'famd' and 'mca' methods. Package 'FactoMineR' for multivariate reduction functions and package 'MBA' for interpolation functions are used. The package can be used to visualize the discriminant power of input variables and algorithmic modeling, explore outliers, compare algorithm behaviour, etc. It has been created initially for teaching purposes, but it has also many practical uses under the 'XAI' paradigm.

Authors:Javier Portela [aut, cre]

visualpred_0.1.1.tar.gz
visualpred_0.1.1.tar.gz(r-4.5-noble)visualpred_0.1.1.tar.gz(r-4.4-noble)
visualpred_0.1.1.tgz(r-4.4-emscripten)visualpred_0.1.1.tgz(r-4.3-emscripten)
visualpred.pdf |visualpred.html
visualpred/json (API)
NEWS

# Install 'visualpred' in R:
install.packages('visualpred', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org'))
Datasets:
  • Hmda - Home Mortgage Disclosure Act dataset
  • breastwisconsin1 - Breast Cancer Winsconsin dataset
  • nba - Nba dataset
  • pima - Pima indian diabetes dataset
  • spiral - Spiral sample data

On CRAN:

Conda:

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

2.60 score 658 downloads 5 exports 113 dependencies

Last updated 5 months agofrom:e65a36e3e1. Checks:3 OK. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKMar 08 2025
R-4.5-linuxOKMar 08 2025
R-4.4-linuxOKMar 08 2025

Exports:famdcontourfamdcontourlabelmcacontourmcacontourjitmcamodelobis

Dependencies:abindbackportsbase64encBHbootbroombslibcachemcarcarDataclasscliclustercolorspacecowplotcpp11crosstalkdata.tableDerivdigestdoBydplyrDTe1071ellipseemmeansestimabilityevaluateFactoMineRfansifarverfastmapflashClustfontawesomeFormulafsgbmgenericsggplot2ggrepelgluegtablehighrhtmltoolshtmlwidgetshttpuvisobandjquerylibjsonliteknitrlabelinglaterlatticelazyevalleapslifecyclelme4magrittrMASSMatrixMatrixModelsMBAmemoisemgcvmicrobenchmarkmimeminqamltoolsmodelrmultcompViewmunsellmvtnormnlmenloptrnnetnumDerivpbkrtestpillarpkgconfigplyrpROCpromisesproxypurrrquantregR6randomForestrappdirsrbibutilsRColorBrewerRcppRcppEigenRdpackreformulasrlangrmarkdownsassscalesscatterplot3dSparseMstringistringrsurvivaltibbletidyrtidyselecttinytexutf8vctrsviridisLitewithrxfunyaml

Advanced settings

Rendered fromAdvanced.Rmdusingknitr::knitron Mar 08 2025.

Last update: 2020-10-24
Started: 2020-10-24

Comparing algorithms

Rendered fromComparing.Rmdusingknitr::knitron Mar 08 2025.

Last update: 2020-10-24
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Plotting outliers

Rendered fromOutliers.Rmdusingknitr::knitron Mar 08 2025.

Last update: 2020-10-24
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visualpred package

Rendered fromBasic_example.Rmdusingknitr::knitron Mar 08 2025.

Last update: 2020-10-24
Started: 2020-10-24