Machine Learning, Feature Sele, F1 Score, Classification, Imbalanced Class.
support of the variable is too less. Nevertheless, there are few standard statistical tests one can do to reduce feature set- Coefficient test- If we can reject null (β=0) with high confidence, then the variable is important for the model. Caution needs to be taken before one is rejecting a