Infinity Learning: Learning Markov Chains from Aggregate Steady-State Observations

Jianfei Gao, Mohamed A. Zahran, Amit Sheoran +2

We consider the task of learning a parametric Continuous Time Markov Chain (CTMC) sequence model without examples of sequences, where the training data consists entirely of aggrega…