Efficient Bayesian Inference for Discretely Observed Continuous Time Markov Chains

Tao Tang, Lachlan Astfalck, David Dunson

Inference for continuous-time Markov chains (CTMCs) becomes challenging when the process is only observed at discrete time points. The exact likelihood is intractable, and existing…