Machine Learning, Data Science, Conditional Random Fields, Graphical Model, Handwriting Recognition.
to the observation variable(a vector of size S) at that label. Let D = {(xn, yn)} for n=1 to N, be the training data consisting of N examples. Keeping the above in mind, the energy and likelihood can be expressed as follows :- Likelihood expression for CRF model Therefore, the training problem