Every learning sample is represented by an n = |F | dimensional binary vector x. x i = 1 iff the feature f i is active in the given sample, 0 otherwise.
support Vector Machines (sVMs) have gained popularity as they constantly outperform other learning algorithms for many NLP tasks.