activity
20202024
most citedPEtab -- interoperable specification of parameter estimation problems in systems biology

112 citations · 186 across the 4 of their papers we have counts for

collaborators

5 papers

q-bio.QM2024★ 1 cited

Exploration of methods for computing sensitivities in ODE models at dynamic and steady states

Polina Lakrisenko, Dilan Pathirana, Daniel Weindl +1

Estimating parameters of dynamic models from experimental data is a challenging, and often computationally-demanding task. It requires a large number of model simulations and objec…

q-bio.QM2023★ 58 cited

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…

q-bio.QM2021

A protocol for dynamic model calibration

Alejandro F. Villaverde, Dilan Pathirana, Fabian Fröhlich +2

Ordinary differential equation models are nowadays widely used for the mechanistic description of biological processes and their temporal evolution. These models typically have man…

q-bio.QM2020★ 15 cited

AMICI: High-Performance Sensitivity Analysis for Large Ordinary Differential Equation Models

Fabian Fröhlich, Daniel Weindl, Yannik Schälte +5

Ordinary differential equation models facilitate the understanding of cellular signal transduction and other biological processes. However, for large and comprehensive models, the…

q-bio.QM2020★ 112 cited

PEtab -- interoperable specification of parameter estimation problems in systems biology

Leonard Schmiester, Yannik Schälte, Frank T. Bergmann +26

Reproducibility and reusability of the results of data-based modeling studies are essential. Yet, there has been -- so far -- no broadly supported format for the specification of p…