Deep learning-based estimation of time-dependent parameters in Markov models with application to nonlinear regression and SDEs

Andrzej Kałuża, Paweł M. Morkisz, Bartłomiej Mulewicz +2

We present a novel deep learning method for estimating time-dependent parameters in Markov processes through discrete sampling. Departing from conventional machine learning, our ap…