On the surprising effectiveness of a simple matrix exponential derivative approximation, with application to global SARS-CoV-2

Gustavo Didier, Nathan E. Glatt-Holtz, Andrew J. Holbrook +2

The continuous-time Markov chain (CTMC) is the mathematical workhorse of evolutionary biology. Learning CTMC model parameters using modern, gradient-based methods requires the deri…