diff --git a/KDEyAitchison/commons.py b/KDEyAitchison/commons.py
index d7e20bd..ce41b42 100644
--- a/KDEyAitchison/commons.py
+++ b/KDEyAitchison/commons.py
@@ -6,7 +6,7 @@ from sklearn.linear_model import LogisticRegression
 
 METHODS = ['PACC',
            'EMQ',
-           # 'KDEy-ML',
+           'KDEy-ML',
            'KDEy-MLA'
            ]
 
diff --git a/KDEyAitchison/ucimulti_experiments.py b/KDEyAitchison/ucimulti_experiments.py
index b882380..0852edb 100644
--- a/KDEyAitchison/ucimulti_experiments.py
+++ b/KDEyAitchison/ucimulti_experiments.py
@@ -20,7 +20,7 @@ if __name__ == '__main__':
     qp.environ['N_JOBS'] = -1
     n_bags_val = 250
     n_bags_test = 1000
-    for optim in ['mae']:
+    for optim in ['mae', 'mrae']:
         result_dir = f'results/ucimulti/{optim}'
 
         os.makedirs(result_dir, exist_ok=True)