Sparse Logistic regression

#1
What method should be used when the proportions of 1's in a logistic regression problem is very low. (lets say 0.04%)????

Normal logistic method does not work very well in these cases as the estimates gets unstable.........

Is there any method apart from logistic regression for it????
 
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