Parametric learning in recognition of a flow of random events. I. Maximal likelihood estimates for parameters of random processes

The training in recognition of a flow of random events reduces to evaluating a vectorial parameter of a sequence of dependent events. Parametric models are developed of random process in the learning problem and maximal likelihood estimates given for model parameters.