Data-driven Computational Modelling's Projects
Model and data from FroehlichKes2018
Testing custom CI image for parPE
DeLOS is a toolbox for local optimization using mini batching ideas from the Deep Learning community
Finite difference methods.
LNA++: a Fast C++ Implementation of the Linear Noise Approximation with first- and second-order sensitivities
Code for the pyABC dynamic look-ahead scheduling study
MATLAB toolbox for Mixed Effect Model InfeRence
NOn-convex Optimization by high-order Derivative Learning and Exploiting Schemes
Code for Null Models used in Sinzger et al. (2019) Scientific Reports, 9, 3002
MATLAB Toolbox for ODE constrained mixture models
pABC-SMC scripts & data and model code for tumor growth example
Parameter estimation for dynamical models using high-performance computing, batch and mini-batch optimizers, and dynamic load balancing.
PESTO: Parameter EStimation TOolbox, Bioinformatics, btx676, 2017.
distributed, likelihood-free inference
python Parameter EStimation TOolbox
MATLAB toolbox to generate ODE models from SBML files
Evaluation of Derivative-Free Optimizers for Parameter Estimation in Systems Biology.
Python bindings to a C++ implementation of the source code accompanying: Jagiella, Rickert, Theis, Hasenauer "Parallelization and high-performance computing enables automated statistical inference of multiscale models" (2017)