Merge branch 'master' of https://gitlab.inria.fr/galvesda/expout.git

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	README.md

README.md

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 # ExpOut
 This project is an extension of LimeOut[1]. It aims at tackle process fairness for classification, while keeping the accuracy level (or improving). 
 More precisely, ExpOut incorporates different explainers.
@@ -29,4 +30,37 @@ Explainers
 * numpy                              1.16.4
 * pandas                             0.24.2
 * scipy                              1.3.0
+=======
+# ExpOut
+This project is an extension of LimeOut[1]. It aims at tackle process fairness for classification, while keeping the accuracy level (or improving). 
+More precisely, ExpOut incorporates different explainers.
+
+Classifiers available: 
+* Multilayer Perceptron
+* Logistic Regression
+* Random Forest
+* Bagging
+* AdaBoost
+* Gaussian Mixture
+* Gradiente Boosting
+
+
+Explainers
+* LIME
+* Anchors
+
+# Example
+`runner --data german.data --trainsize 0.8 --algo mlp --cat_features 0 2 3 5 6 8 9 11 13 14 16 18 19 --drop 8 18 19`
+
+# References 
+[1] Vaishnavi Bhargava, Miguel Couceiro, Amedeo Napoli. LimeOut: An Ensemble Approach To Improve Process Fairness. 2020. ⟨hal-02864059v2⟩
+
+
+## Dependencies
+* Python >= 3.7
+* Scikit-learn >= 0.20.3
+* numpy                              1.16.4
+* pandas                             0.24.2
+* scipy                              1.3.0
+>>>>>>> branch 'master' of https://gitlab.inria.fr/galvesda/expout.git
 * seaborn                            0.9.0
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