Univariate-Guided Interaction Modeling
Project description
uniPairs
Univariate–guided interaction modeling in Python.
uniPairs implements procedures for discovering and estimating pairwise interactions in high-dimensional generalized linear models, built on top of the adelie library.
The package provides:
- UniLasso
- Lasso / GLM wrappers over
adelie.grpnetfor Gaussian, binomial and Cox models - UniPairs (one-stage and two-stage) interaction models:
- support for Gaussian, logistic, and Cox regression
Installation
pip install uniPairs
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