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-rw-r--r--python/pyspark/mllib/classification.py5
1 files changed, 4 insertions, 1 deletions
diff --git a/python/pyspark/mllib/classification.py b/python/pyspark/mllib/classification.py
index 1c0c536c4f..9e28dfbb91 100644
--- a/python/pyspark/mllib/classification.py
+++ b/python/pyspark/mllib/classification.py
@@ -63,7 +63,10 @@ class LogisticRegressionModel(LinearModel):
def predict(self, x):
_linear_predictor_typecheck(x, self._coeff)
margin = _dot(x, self._coeff) + self._intercept
- prob = 1/(1 + exp(-margin))
+ if margin > 0:
+ prob = 1 / (1 + exp(-margin))
+ else:
+ prob = 1 - 1 / (1 + exp(margin))
return 1 if prob > 0.5 else 0