A non-homogeneous dynamic Bayesian network with a hidden Markov model dependency structure among the temporal data points

Regularization of non-homogeneous dynamic Bayesian networks with global information-coupling based on hierarchical Bayesian models

(2013) Marco Grzegorczyk et al.   MACHINE LEARNING

Non-homogeneous dynamic Bayesian networks with Bayesian regularization for inferring gene regulatory networks with gradually time-varying structure

(2012) Frank Dondelinger et al.   MACHINE LEARNING

Non-homogeneous dynamic Bayesian networks for continuous data

(2011) Marco Grzegorczyk et al.   MACHINE LEARNING

Statistical inference of the time-varying structure of gene-regulation networks

(2010) Sophie Lèbre et al.   BMC Systems Biology

A Yeast Synthetic Network for In Vivo Assessment of Reverse-Engineering and Modeling Approaches

(2009) Irene Cantone et al.   CELL

Recovering time-varying networks of dependencies in social and biological studies

(2009) A. Ahmed et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Modelling non-stationary gene regulatory processes with a non-homogeneous Bayesian network and the allocation sampler

(2008) Marco Grzegorczyk et al.   BIOINFORMATICS

Approximate Bayesian computation scheme for parameter inference and model selection in dynamical systems

(2008) T. Toni et al.   Journal of the Royal Society Interface

Analysis of Gene Regulatory Networks in the Mammalian Circadian Rhythm

(2008) Jun Yan et al.   PLoS Computational Biology