In these experiments, the only critical parameter is the one tuning the Precision/Recall trade off (cost-factor parameter) as the high data imbalance between negative and positive examples can result in imbalanced Precision and Recall.
we plotted the F1 of the above models (derived on the test set) according to a reasonable set of values of such parameter.