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Partially non-homogeneous dynamic Bayesian networks based on Bayesian regression models with partitioned design matrices

MOTIVATION: Non-homogeneous dynamic Bayesian networks (NH-DBNs) are a popular modelling tool for learning cellular networks from time series data. In systems biology, time series are often measured under different experimental conditions, and not rarely only some network interaction parameters depen...

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Bibliografische gegevens
Gepubliceerd in:Bioinformatics
Hoofdauteurs: Shafiee Kamalabad, Mahdi, Heberle, Alexander Martin, Thedieck, Kathrin, Grzegorczyk, Marco
Formaat: Artigo
Taal:Inglês
Gepubliceerd in: Oxford University Press 2019
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Online toegang:https://ncbi.nlm.nih.gov/pmc/articles/PMC6581439/
https://ncbi.nlm.nih.gov/pubmed/30395165
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1093/bioinformatics/bty917
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