58 citations · 68 across the 3 of their papers we have counts for
3 papers
Scalable branch-and-bound model selection with non-monotonic criteria including AIC, BIC and Mallows's
Jakob Vanhoefer, Antonia Körner, Domagoj Doresic +2
Model selection is a pivotal process in the quantitative sciences, where researchers must navigate between numerous candidate models of varying complexity. Traditional information…
Non-Negative Universal Differential Equations With Applications in Systems Biology
Maren Philipps, Antonia Körner, Jakob Vanhoefer +2
Universal differential equations (UDEs) leverage the respective advantages of mechanistic models and artificial neural networks and combine them into one dynamic model. However, th…
pyPESTO: A modular and scalable tool for parameter estimation for dynamic models
Yannik Schälte, Fabian Fröhlich, Paul J. Jost +14
Mechanistic models are important tools to describe and understand biological processes. However, they typically rely on unknown parameters, the estimation of which can be challengi…