Comprehensive review of models and methods for inferences in bio-chemical reaction networks

P Loskot, K Atitey, L Mihaylova - Frontiers in genetics, 2019 - frontiersin.org
The key processes in biological and chemical systems are described by networks of
chemical reactions. From molecular biology to biotechnology applications, computational …

Variational Bayesian inference of hidden stochastic processes with unknown parameters

K Atitey, P Loskot, L Mihaylova - arXiv preprint arXiv:1911.00757, 2019 - arxiv.org
Estimating hidden processes from non-linear noisy observations is particularly difficult when
the parameters of these processes are not known. This paper adopts a machine learning …