Data-driven modelling of biological multi-scale processes
J Hasenauer, N Jagiella, S Hross… - Journal of Coupled …, 2015 - ingentaconnect.com
Biological processes involve a variety of spatial and temporal scales. A holistic
understanding of many biological processes therefore requires multi-scale models which …
understanding of many biological processes therefore requires multi-scale models which …
[HTML][HTML] Parallelization and high-performance computing enables automated statistical inference of multi-scale models
N Jagiella, D Rickert, FJ Theis, J Hasenauer - Cell systems, 2017 - cell.com
Mechanistic understanding of multi-scale biological processes, such as cell proliferation in a
changing biological tissue, is readily facilitated by computational models. While tools exist to …
changing biological tissue, is readily facilitated by computational models. While tools exist to …
Tuneable resolution as a systems biology approach for multi‐scale, multi‐compartment computational models
The use of multi‐scale mathematical and computational models to study complex biological
processes is becoming increasingly productive. Multi‐scale models span a range of spatial …
processes is becoming increasingly productive. Multi‐scale models span a range of spatial …
Multiscale computational models of complex biological systems
Integration of data across spatial, temporal, and functional scales is a primary focus of
biomedical engineering efforts. The advent of powerful computing platforms, coupled with …
biomedical engineering efforts. The advent of powerful computing platforms, coupled with …
Multi-scale modelling and simulation in systems biology
The aim of systems biology is to describe and understand biology at a global scale where
biological functions are recognised as a result of complex mechanisms that happen at …
biological functions are recognised as a result of complex mechanisms that happen at …
Multi-scale modeling in biology: how to bridge the gaps between scales?
Human physiological functions are regulated across many orders of magnitude in space and
time. Integrating the information and dynamics from one scale to another is critical for the …
time. Integrating the information and dynamics from one scale to another is critical for the …
Multiscale modeling for biologists
M Meier‐Schellersheim, IDC Fraser… - … : Systems Biology and …, 2009 - Wiley Online Library
Biomedical research frequently involves performing experiments and developing
hypotheses that link different scales of biological systems such as, for instance, the scales of …
hypotheses that link different scales of biological systems such as, for instance, the scales of …
Multiscale modeling meets machine learning: What can we learn?
GCY Peng, M Alber, A Buganza Tepole… - … Methods in Engineering, 2021 - Springer
Abstract Machine learning is increasingly recognized as a promising technology in the
biological, biomedical, and behavioral sciences. There can be no argument that this …
biological, biomedical, and behavioral sciences. There can be no argument that this …
FitMultiCell: simulating and parameterizing computational models of multi-scale and multi-cellular processes
E Alamoudi, Y Schälte, R Müller, J Starruß… - …, 2023 - academic.oup.com
Motivation Biological tissues are dynamic and highly organized. Multi-scale models are
helpful tools to analyse and understand the processes determining tissue dynamics. These …
helpful tools to analyse and understand the processes determining tissue dynamics. These …
[HTML][HTML] Multiscale modeling in disease
ANF Versypt - Current opinion in systems biology, 2021 - Elsevier
Multiscale computational modeling aims to connect the complex networks of effects at
different length and/or time scales. For example, these networks often include intracellular …
different length and/or time scales. For example, these networks often include intracellular …