Hidden Markov Models, Naturallanguageprocessing, Machine Learning, Deep Learning, Artificial Intelligence.
Here, xt​ represents the observation at time t, and vk​ represents a particular observation from the set of all possible observations. It essentially checks whether the observation at time t is the one we’re interested in (i.e., equals vk​). If it is, the function returns 1; if it’s not, the