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arXiv (Cornell University)
PEtab-GUI: A graphical user interface to create, edit and inspect PEtab parameter estimation problems
2025
Motivation: Parameter estimation is a cornerstone of data-driven modeling in systems biology. Yet, constructing such problems in a reproducible and accessible manner remains challenging. The PEtab format has established itself as a powerful community standard…
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A graphical model or probabilistic graphical model ( PGM ) or structured probabilistic model is a probabilistic model for which a graph expresses the conditional dependence structure between random variables. They are commonly used in probability theory, statistics—particularly Bayesian statistics—and machine learning.

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arXiv (Cornell University)
PEtab-GUI: A graphical user interface to create, edit and inspect PEtab parameter estimation problems
2025
Motivation: Parameter estimation is a cornerstone of data-driven modeling in systems biology. Yet, constructing such problems in a reproducible and accessible manner remains challenging. The PEtab format has established itself as a powerful community standard to encode parameter estimation problems, promoting interoperability and reusability. However, its reliance on multiple interlinked files - often edited manually - can introduce inconsistencies, and new users often struggle to navigate them. Here, we present P…
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arXiv (Cornell University)
PEtab-GUI: A graphical user interface to create, edit and inspect PEtab parameter estimation problems
2025
Motivation: Parameter estimation is a cornerstone of data-driven modeling in systems biology. Yet, constructing such problems in a reproducible and accessible manner remains challenging. The PEtab format has established itself as a powerful community standard…
Article
Critical
Symbolic
Virtual
Narrative
Open Graphical Model Open Article Page