Metadata-Version: 1.1
Name: celer
Version: 0.1.dev0
Summary: Fast algorithm with dual extrapolation for the Lasso
Home-page: https://mathurinm.github.io/celer
Author: Mathurin Massias
Author-email: mathurin.massias@gmail.com
License: BSD (3-clause)
Download-URL: https://github.com/mathurinm/celer.git
Description: # celer
        
        [![](https://travis-ci.org/mathurinm/celer.svg?branch=master)](https://travis-ci.org/mathurinm/celer/)
        [![](https://codecov.io/gh/mathurinm/celer/branch/master/graphs/badge.svg?branch=master)](https://codecov.io/gh/mathurinm/celer)
        
        
        Fast algorithm to solve the Lasso with dual extrapolation
        
        # Documentation
        
        Please visit https://mathurinm.github.io/celer/ for the latest version of the documentation.
        
        # Basic instructions
        Clone the repository:
        
        ```
        $git clone https://github.com/mathurinm/celer.git
        $cd celer/
        $conda env create --file environment.yml
        $source activate celer-env
        $pip install --no-deps -e .
        ```
        
        # Demos
        Lasso path computation on the Leukemia dataset (comparison with scikit-learn):
        ```
        $source activate celer-env
        $ipython
        %run examples/plot_leukemia_path.py
        ```
        
        Lasso path computation on the Finance/log1p dataset (more significant, but it takes times to download the data, preprocess it, and compute the path):
        ```
        $source activate celer-env
        $ipython
        %run examples/plot_finance_path.py
        ```
        
        # Dependencies
        All dependencies are in  ```./environment.yml```
        
        # Cite
        If you use this code, please cite [this paper](https://arxiv.org/abs/1802.07481):
        
        Mathurin Massias, Alexandre Gramfort and Joseph Salmon
        
        Dual Extrapolation for Faster Lasso Solvers
        
        Arxiv preprint, 2018
        
Platform: UNKNOWN
