Development and Evaluation of Sampling-based Parameter Estimation Methods for Dynamic Biological Processes
2019
Dissertation
149 p.
Statistical data integration for single-cell RNA-sequencing - batch effect correction and lineage inference
2019
Dissertation
185 p.
Learning on complex, biased, and big data: disease risk prediction in epidemiological studies and genomic medicine on the example of childhood asthma
2018
Dissertation
186 p.
Approximate Bayesian Model Selection for Local Cortical Networks at Cellular Resolution
2018
Dissertation
161 p.
Statistical learning for prediction of Type 1 Diabetes using clinical risk factors and omics data
2018
Dissertation
130 p.
Studying the dynamics of stochastic biochemical processes using generalised moment closure approximations
2018
Dissertation
126 p.
Geometric Diffusions for Reconstruction of Cell Differentiation Dynamics
2016
Dissertation
138 p.
Parameter estimation and uncertainty quantification for image based systems biology
2016
Dissertation
130 p.