From 32e7ae254bf0dd21ade41c06ae07bc52c5b860ac Mon Sep 17 00:00:00 2001
From: Theo Guyard <theo.guyard@insa-rennes.fr>
Date: Sat, 25 Sep 2021 12:42:35 +0000
Subject: [PATCH] Update README.md

---
 README.md | 12 ++++--------
 1 file changed, 4 insertions(+), 8 deletions(-)

diff --git a/README.md b/README.md
index ee2b142..50e4fc2 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 # Screen & Relax : A fast solving procedure for the Elastic-Net problem by safe identification of the solution support.
 
-This repository contains numerical procedures linked to the paper
+This repository implements the Screen & Relax method solving the Elastic-Net problem. We introduced this method in
 
 **> ADD CITATION**
 
@@ -13,12 +13,8 @@ If you encounter a bug or something unexpected, please let me know by raising an
 Dependencies :
 * [NumPy](http://www.numpy.org)
 * [SciPy](https://www.scipy.org)
-
-Additional dependencies required to run experiments
 * [Matplotlib](http://matplotlib.org)
 * [Pandas](https://pandas.pydata.org)
-* [PyYAML](https://pyyaml.org)
-* [Jupyter](https://jupyter.org)
 
 ## Install instructions
 
@@ -27,7 +23,7 @@ Additional dependencies required to run experiments
 git clone https://gitlab.insa-rennes.fr/Theo.Guyard/screen-and-relax.git
 ```
 
-2. Enter in the project folder
+2. Enter the project folder
 ```bash
 cd screen-and-relax
 ```
@@ -61,7 +57,7 @@ python exp/ICASSP/convergence.py
 python exp/ICASSP/performance_profiles.py
 ```
 
-You can also edit the experimental setup directly in the script, which is well commented.
+You can also edit the experimental setup directly in the script, which is well documented.
 
 ## Running demo examples
 
@@ -70,7 +66,7 @@ We also provide a notebook explaining how to use the `srenet` package. You can u
 cd notebooks
 jupyter notebook
 ```
-You may have to install Jupyter. Please refer to the [Jupyter website](https://jupyter.org) for install instructions.
+You may have to install Jupyter. Please refer to the [Jupyter website](https://jupyter.org).
 
 ## Licence
 
-- 
GitLab