Machine Learning, Data Science, Conditional Random Fields, Graphical Model, Handwriting Recognition.
we can express the joint in Gibbs notation as shown below. Note here that X is the set of all the random variables in the graph. β functions are also known as factor potentials. Joint probability as Gibbs Distribution We will use the Gibbs notation for our likelihood maximization problem