| Classifier | Parameter |
| XGBoost | Permission Only:{’learning rate’:0.1,’max_depth’:10,’n_estimators’:500,’subsample’:0.5} Action Only:{’learning rate’:0.1,’max_depth’:10,’n_estimators’:200,’subsample’:1.0} Permission & Action:{’learning rate’:0.1,’max_depth’:5,n_estimators’:500,’subsample’:0.5} | Gradient boosting | Permission Only: {’learning rate’:0.1,’max_depth’:10,’n_estimators’:500,’subsample’:0.5} Action Only:{’learning rate’:0.1,’max_depth’:10,’n_estimators’:200,’subsample’:1.0} Permission & Action:{’learning rate":0.1,max_depth’:5,’n_estimators’:500,’subsample’:0.5} | DT | Permission Only:{’criterion’:’gini’ ,’max_depth’:10 ,’max_features’:’auto’,’n_estimators’:100}; Action Only:{’criterion’: ’gini’, ’maxdepth′ : 7,′ maxf eatures′ :′ log2′,′ nestimators′ : 10} Permission & Action:{’criterion’:’entropy’,’max_depth":7,’max_features’:’auto’,’n_estimators’:10} | RF | Permission Only:{’criterion’:’gini’,’max_depth’:10,’max_features’:’auto’,’n_estimators":100} Action Only:{’criterion’: ’gini’, ’maxdepth′ : 7,′ maxf eatures′ :′ log2′,′ nestimators′ : 10} Permission & Action:{’criterion’:’entropy’,’max_depth’:7,’max_features’:’auto’,’n_estimators’:10} |
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