Metadata-Version: 2.1
Name: interactiontransformer
Version: 0.1.1
Summary: Extract interactions from complex model using SHAP and add to linear model..
Home-page: https://github.com/jlevy44/InteractionExtractor
Author: Joshua Levy
Author-email: joshualevy44@berkeley.edu
License: MIT
Description: # Welcome to InteractionTransformer
        ![Version](https://img.shields.io/badge/version-0.1-blue.svg?cacheSeconds=2592000)
        
        > Extract meaningful interactions from machine learning models to obtain machine-learning performance with statistical model interpretability.
        
        Code accompanying the manuscript: "Don't Dismiss Logistic Regression: The Case for Sensible Extraction of Interactions in the Era of Machine Learning"  
        Preprint: https://www.biorxiv.org/content/10.1101/2019.12.15.877134v1
        
        Please see our wiki for more information on setting up and running this package: https://github.com/jlevy44/InteractionTransformer/wiki
        
        **QUICKSTART DEMOS can be found here:**
        
        Python: https://github.com/jlevy44/InteractionTransformer/blob/master/demos/InteractionTransformerPythonDemo.ipynb
        
        R: https://github.com/jlevy44/InteractionTransformer/blob/master/demos/InteractionTransformerRDemo.Rmd
        
        ## Install
        
        **Python:**
        We recommend installing using anaconda (https://www.anaconda.com/distribution/).
        First, install anaconda. Then, run:
        ```sh
        conda create -n interaction_transform_environ python=3.7
        conda activate interaction_transform_environ
        ```
        Finally:
        ```sh
        pip install interactiontransformer
        ```
        
        **R**  
        First, install the python pip package. Then:
        ```R
        devtools::install_github("jlevy44/interactiontransformer")
        ```
        Or:
        ```R
        library(devtools)
        install_github("jlevy44/interactiontransformer")
        ```
        
        ## Alternative Python Install Instructions
        
        ```sh
        git clone https://github.com/jlevy44/InteractionTransformer
        cd InteractionTransformer
        pip install . # make sure conda is running
        ```
        
        ## Author
        
        👤 **Joshua Levy**
        
        * Github: [@jlevy44](https://github.com/jlevy44)
        
Platform: UNKNOWN
Description-Content-Type: text/markdown
