diff --git a/onedal/basic_statistics/incremental_basic_statistics.py b/onedal/basic_statistics/incremental_basic_statistics.py
index b3c304a2af..4935a57a47 100644
--- a/onedal/basic_statistics/incremental_basic_statistics.py
+++ b/onedal/basic_statistics/incremental_basic_statistics.py
@@ -19,6 +19,7 @@
 from daal4py.sklearn._utils import get_dtype
 
 from ..datatypes import _convert_to_supported, from_table, to_table
+from ..utils import _check_array
 from .basic_statistics import BaseBasicStatistics
 
 
@@ -96,6 +97,17 @@ def partial_fit(self, X, weights=None, queue=None):
         policy = self._get_policy(queue, X)
         X, weights = _convert_to_supported(policy, X, weights)
 
+        X = _check_array(
+            X, dtype=[np.float64, np.float32], ensure_2d=False, force_all_finite=False
+        )
+        if weights is not None:
+            weights = _check_array(
+                weights,
+                dtype=[np.float64, np.float32],
+                ensure_2d=False,
+                force_all_finite=False,
+            )
+
         if not hasattr(self, "_onedal_params"):
             dtype = get_dtype(X)
             self._onedal_params = self._get_onedal_params(False, dtype=dtype)