[PDF][PDF] Constraint-based causal discovery from multiple interventions over overlapping variable sets
S Triantafillou, I Tsamardinos - The Journal of Machine Learning Research, 2015 - jmlr.org
Scientific practice typically involves repeatedly studying a system, each time trying to unravel
a different perspective. In each study, the scientist may take measurements under different …
a different perspective. In each study, the scientist may take measurements under different …
Bayesian structure learning and sampling of Bayesian networks with the R package BiDAG
The R package BiDAG implements Markov chain Monte Carlo (MCMC) methods for
structure learning and sampling of Bayesian networks. The package includes tools to search …
structure learning and sampling of Bayesian networks. The package includes tools to search …
Towards accurate root-alarm identification: The causal Bayesian network approach
Abnormalities in modern process industries are reported by alarms. Strong inter-
connectivities within different units of a plant lead to annunciations of multiple alarms in a …
connectivities within different units of a plant lead to annunciations of multiple alarms in a …
Active learning for causal Bayesian network structure with non-symmetrical entropy
Causal knowledge is crucial for facilitating comprehension, diagnosis, prediction, and
control in automated reasoning. Active learning in causal Bayesian networks involves …
control in automated reasoning. Active learning in causal Bayesian networks involves …
Structure learning of bayesian network with latent variables by weight-induced refinement
C He, K Yue, H Wu, W Liu - … of the 5th International Workshop on Web …, 2014 - dl.acm.org
Bayesian network (BN) with latent variables (LVs) provides a concise and straightforward
framework for representing and inferring uncertain knowledge with unobservable variables …
framework for representing and inferring uncertain knowledge with unobservable variables …
A Bayesian approach to ecosystem service trade-off analysis: the case of the Curonian Lagoon in Lithuania
SH Höfer - skemman.is
Ecosystem services are the basis of all life on the planet and through their interaction with
natural systems and with human civilization, are the main contributor to human well-being …
natural systems and with human civilization, are the main contributor to human well-being …
Computational Methods for Modelling and Analysing Biological Networks
A Larjo - 2015 - researchportal.tuni.fi
The main theme of this thesis is modelling and analysis of biological networks.
Measurement data from biological systems is being produced at such a pace that it is …
Measurement data from biological systems is being produced at such a pace that it is …