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basemodels
View on CRAN: Click
here
Download and install basemodels package within the R console
Install from CRAN:
install.packages("basemodels")
Install from Github:
library("remotes")
install_github("cran/basemodels")
Install by package version:
library("remotes")
install_version("basemodels", "1.1.0")
Attach the package and use:
library("basemodels")
Maintained by
Ying-Ju Chen
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
10.32614/CRAN.package.basemodels . https://github.com/Ying-Ju/basemodels . basemodels citation info . basemodels results . basemodels.pdf . Introduction to basemodels . basemodels_1.1.0.tar.gz . basemodels_1.1.0.zip . basemodels_1.1.0.zip . basemodels_1.1.0.zip . basemodels_1.1.0.tgz . basemodels_1.1.0.tgz . basemodels_1.1.0.tgz . basemodels_1.1.0.tgz . basemodels_1.1.0.tgz . basemodels_1.1.0.tgz . basemodels archive . https://CRAN.R-project.org/package=basemodels .
First Published: 2023-06-16
Latest Update: 2023-08-09
Description:
Providing equivalent functions for the dummy
classifier and regressor used in 'Python' 'scikit-learn' library. Our goal
is to allow R users to easily identify baseline performance for their
classification and regression problems. Our baseline models use no
predictors, and are useful in cases of class imbalance, multiclass
classification, and when users want to quickly identify how much
improvement their statistical and machine learning models are over several
baseline models. We use a "better" default (proportional guessing) for
the dummy classifier than the 'Python' implementation ("prior", which is
the most frequent class in the training set). The functions in the
package can be used on their own, or introduce methods named
'dummy_regressor' or 'dummy_classifier' that can be used within the
caret package pipeline.
How to cite:
Ying-Ju Chen (2023). basemodels: Baseline Models for Classification and Regression. R package version 1.1.0, https://cran.r-project.org/web/packages/basemodels. Accessed 01 Apr. 2025.
Previous versions and publish date:
1.0.0 (2023-06-16 11:10)
Other packages that cited basemodels R package
View basemodels citation profile
Other R packages that basemodels depends,
imports, suggests or enhances
Complete documentation for basemodels
Functions, R codes and Examples using
the basemodels R package
Some associated functions: dummyClassifier . dummyRegressor . dummy_classifier . dummy_classifier_caret . dummy_regressor . dummy_regressor_caret . predict_dummy_classifier . predict_dummy_regressor . predict_proba .
Some associated R codes: dummy_classifier.R . dummy_classifier_caret.R . dummy_regressor.R . dummy_regressor_caret.R . methods.R . predict_dummy_classifier.R . predict_dummy_regressor.R . predict_proba.R . Full basemodels package functions and examples
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