2 papers
cs.LG2019
Variational Bayesian inference of hidden stochastic processes with unknown parameters
Komlan Atitey, Pavel Loskot, Lyudmila Mihaylova
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…
q-bio.QM2019
Comprehensive review of models and methods for inferences in bio-chemical reaction networks
Pavel Loskot, Komlan Atitey, Lyudmila Mihaylova
Key processes in biological and chemical systems are described by networks of chemical reactions. From molecular biology to biotechnology applications, computational models of reac…