Git Product home page Git Product logo

groupyr's Introduction

groupyr logo

Groupyr: Sparse Group Lasso in Python

Build Status Coverage Status Code style: black License
DOI DOI

Groupyr is a Python library for penalized regression of grouped covariates. This is the groupyr development site. You can view the source code, file new issues, and contribute to groupyr's development. If you just want to learn how to install and use groupyr, please look at the groupyr documentation.

Contributing

We love contributions! Groupyr is open source, built on open source, and we'd love to have you hang out in our community.

We have developed some guidelines for contributing to groupyr.

Citing groupyr

If you use groupyr in a scientific publication, please see cite us:

Richie-Halford et al., (2021). Groupyr: Sparse Group Lasso in Python. Journal of Open Source Software, 6(58), 3024, https://doi.org/10.21105/joss.03024

@article{richie-halford-groupyr,
    doi = {10.21105/joss.03024},
    url = {https://doi.org/10.21105/joss.03024},
    year = {2021},
    publisher = {The Open Journal},
    volume = {6},
    number = {58},
    pages = {3024},
    author = {Adam {R}ichie-{H}alford and Manjari Narayan and Noah Simon and Jason Yeatman and Ariel Rokem},
    title = {{G}roupyr: {S}parse {G}roup {L}asso in {P}ython},
    journal = {Journal of Open Source Software}
}

Acknowledgements

Groupyr development is supported through a grant from the Gordon and Betty Moore Foundation and from the Alfred P. Sloan Foundation to the University of Washington eScience Institute, as well as NIMH BRAIN Initiative grant 1RF1MH121868-01 to Ariel Rokem (University of Washington).

The API design of groupyr was facilitated by the scikit-learn project template and it therefore borrows heavily from scikit-learn. Groupyr relies on the copt optimization library for its solver. The groupyr logo is a flipped silhouette of an image from J. E. Randall and is licensed CC BY-SA.

groupyr's People

Contributors

richford avatar arokem avatar kthyng avatar

Watchers

James Cloos avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.