Papers
Bayesian Networks for Variable Groups
Pekka Parviainen, Samuel Kaski
A Hybrid Causal Search Algorithm for Latent Variable Models
Juan Miguel Ogarrio, Peter Spirtes, Joe Ramsey
Regression Methods Applied to Flight Variables for Situational Awareness Estimation Using Dynamic Bayesian Networks
Carlos Morales, Serafín Moral
Dynamic Sum Product Networks for Tractable Inference on Sequence Data
Mazen Melibari, Pascal Poupart, Prashant Doshi et al.
The Effect of Combination Functions on the Complexity of Relational Bayesian Networks
Denis Deratani Mauá, Fabio Gagliardi Cozman
d-VMP: Distributed Variational Message Passing
Andrés R. Masegosa, Ana M. Martı́nez, Helge Langseth et al.
Joint Bayesian Modelling of Internal Dependencies and Relevant Multimorbidities of a Heterogeneous Disease
Péter Marx, András Millinghoffer, Gabriella Juhász et al.
Estimating Causal Effects with Ancestral Graph Markov Models
Daniel Malinsky, Peter Spirtes
Learning Parameters of Hybrid Time Bayesian Networks
Manxia Liu, Arjen Hommersom, Maarten van der Heijden et al.
A Progressive Explanation of Inference in ‘Hybrid’ Bayesian Networks for Supporting Clinical Decision Making
Evangelia Kyrimi, William Marsh
Making Large Cox’s Proportional Hazard Models Tractable in Bayesian Networks
Jidapa Kraisangka, Marek J. Druzdzel
Hybrid Copula Bayesian Networks
Kiran Karra, Lamine Mili
Online Algorithms for Sum-Product Networks with Continuous Variables
Priyank Jaini, Abdullah Rashwan, Han Zhao et al.
Causal Discovery from Subsampled Time Series Data by Constraint Optimization
Antti Hyttinen, Sergey Plis, Matti Järvisalo et al.
A Differential Approach to Causality in Staged Trees
Christiane Görgen, Jim Q. Smith
On Stacking Probabilistic Temporal Models with Bidirectional Information Flow
Thomas Geier, Michael Glodek, Georg Layher et al.
Identifying the irreducible disjoint factors of a multivariate probability distribution
Maxime Gasse, Alex Aussem
An Exact Approach to Learning Probabilistic Relational Model
Nourhene Ettouzi, Philippe Leray, Montassar Ben Messaoud
Statistical Matching of Discrete Data by Bayesian Networks
Eva Endres, Thomas Augustin
Multi-Label Classification with Cutset Networks
Nicola Di Mauro, Antonio Vergari, Floriana Esposito
Bayesian Torrent Classification by File Name and Size Only
Eugene Dementiev, Norman Fenton
Reintroducing Credal Networks under Epistemic Irrelevance
Jasper De Bock
Probabilistic Graphical Models Specified by Probabilistic Logic Programs: Semantics and Complexity
Fabio Gagliardi Cozman, Denis Deratani Mauá
On Pruning with the MDL Score
Eunice Yuh-Jie Chen, Arthur Choi, Adnan Darwiche