no code implementations • 29 Sep 2021 • Jeremiah Birrell, Markos A. Katsoulakis, Yannis Pantazis, Dipjyoti Paul, Anastasios Tsourtis
Unfortunately, the approximation of expectations that are inherent in variational formulas by statistical averages can be problematic due to high statistical variance, e. g., exponential for the Kullback-Leibler divergence and certain estimators.
no code implementations • 9 Dec 2020 • Anastasios Tsourtis, Yannis Pantazis, Ioannis Tsamardinos
Inferring the driving equations of a dynamical system from population or time-course data is important in several scientific fields such as biochemistry, epidemiology, financial mathematics and many others.