Machine Learning, NLP, Perceptron, Tagging, From The Archives.
sequence z: (Note: the update rule for the other alpha term is defined analogously) It should be pretty clear that, when performed over the entire data set, this update rule immediately yields exactly the same parameters as the standard frequency-based approach. Interestingly, this approach can be