Machine Learning, Time Series Analysis, Support Vector Machine, Gaussian Process, Kernel Methods.
categorical distribution, or any random variable for that matter, is simply a mathematical framework to encode our knowledge or lack thereof about a phenomenon whose outcome we do not know with certainty. The same phenomenon can be associated with multiple random variables without any one of them