diff --git a/boruta/boruta_py.py b/boruta/boruta_py.py
index a248f7b..789ebe8 100644
--- a/boruta/boruta_py.py
+++ b/boruta/boruta_py.py
@@ -12,11 +12,13 @@
 import numpy as np
 import scipy as sp
 from sklearn.utils import check_random_state, check_X_y
-from sklearn.base import TransformerMixin, BaseEstimator
+from sklearn.base import BaseEstimator
+from sklearn.feature_selection import SelectorMixin
+from sklearn.utils.validation import check_is_fitted
 import warnings
 
 
-class BorutaPy(BaseEstimator, TransformerMixin):
+class BorutaPy(BaseEstimator, SelectorMixin):
     """
     Improved Python implementation of the Boruta R package.
 
@@ -452,6 +454,10 @@ def _transform(self, X, weak=False, return_df=False):
             X = X[:, indices]
         return X
 
+    def _get_support_mask(self):
+        check_is_fitted(self, 'support_')
+        return self.support_
+
     def _get_tree_num(self, n_feat):
         depth = None
         try: