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SplitWise

Hybrid Stepwise Regression with Single-Split Dummy Encoding

v1.0.2 · Jul 30, 2025 · GPL (>= 3)

Description

Implements 'SplitWise', a hybrid regression approach that transforms numeric variables into either single-split (0/1) dummy variables or retains them as continuous predictors. The transformation is followed by stepwise selection to identify the most relevant variables. The default 'iterative' mode adaptively explores partial synergies among variables to enhance model performance, while an alternative 'univariate' mode applies simpler transformations independently to each predictor. For details, see Kurbucz et al. (2025) <doi:10.48550/arXiv.2505.15423>.

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Check History

OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Dependency Network

Dependencies Reverse dependencies rpart SplitWise

Version History

3 tracked
new 1.0.2 Mar 10, 2026
updated 1.0.2 ← 1.0.0 diff Jul 30, 2025
new 1.0.0 May 27, 2025