Active Learning by the Naive Credal Classifier 
Alessandro Antonucci, Giorgio Corani and Sandra Gabaglio 
(Slides) (Poster) 

ProbModelXML. A format for encoding probabilistic graphical models 
Manuel Arias, Francisco Javier Díez, Miguel Ángel PalaciosAlonso and Íñigo Bermejo 
(Slides) (Poster) 

Gaussian Join Tree classifiers with applications to mass spectra classification 
Victor Bellón, Jesús Cerquides and Ivo Grosse 
(Slides) (Poster) 

Interactive learning of Bayesian Networks with OpenMarkov 
Íñigo Bermejo, Jesús Oliva, Francisco Javier Díez and Manuel Arias 
(Slides) (Poster) 

Tools and Algorithms for Causally Interpreting Directed Edges in Maximal Ancestral Graphs 
Giorgos Borboudakis, Sofia Triantafillou and Ioannis Tsamardinos 
(Slides) (Poster) 

Approximate Inference in Influence Diagrams using Binary Trees 
Rafael Cabañas de Paz, Manuel GómezOlmedo and Andrés Cano 
(Slides) (Poster) 

The SameDecision Probability: A New Tool for Decision Making 
Suming Chen, Arthur Choi and Adnan Darwiche 
(Slides) (Poster) 

Piecewise Linear Approximations of Nonlinear Deterministic Conditionals in Hybrid Bayesian Networks 
Barry R. Cobb and Prakash P. Shenoy 
(Slides) (Poster) 

Approximating the Distribution of a Sum of Lognormal Random Variables 
Barry R. Cobb, Rafael Rumí and Antonio Salmerón 
(Slides) (Poster) 

A Bayesian Network model for predicting the outcome of in vitro fertilization 
Giorgio Corani, Cristina Magli, Alessandro Giusti, Luca Gianaroli and Luca Gambardella 
(Slides) (Poster) 

Decision analysis networks 
Francisco Javier Díez, Manuel Luque and Caroline König 
(Slides) (Poster) 

Gibbs sampling for parsimonious Markov models with latent variables 
Ralf Eggeling, PierreYves Bourguignon, André Gohr and Ivo Grosse 
(Slides) (Poster) 

A framework for development, teaching and deployment of inference algorithms 
Sander Evers and Peter J.F. Lucas 
(Slides) (Poster) 

Metaprediction of seminaive Bayesian network classifiers based on dataset complexity characterization 
M. Julia Flores, José A. Gámez and Ana M. Martínez 
(Slides) (Poster) 

Gaussian Process Regression with Censored Data Using Expectation Propagation 
Perry Groot and Peter J.F. Lucas 
(Slides) (Poster) 

Two Optimal Strategies for Active Learning of Causal Models from Interventions 
Alain Hauser and Peter Bühlmann 
(Slides) (Poster) 

Probabilistic reasoning with temporal indeterminacy 
Maarten van der Heijden and Peter J.F. Lucas 
(Slides) (Poster) 

Hybrid BinaryChain Multilabel Classifiers 
Pablo HernandezLeal, Felipe OrihuelaEspina, L. Enrique Sucar and Eduardo F. Morales 
(Slides) (Poster) 

Estimation of effect size posterior using model averaging over Bayesian network structures and parameters 
Gabor Hullam and Peter Antal 
(Slides) (Poster) 

Latent Tree Copulas 
Sergey Kirshner 
(Slides) (Poster) 

Learning Mixtures of Truncated Basis Functions from Data 
Helge Langseth, Thomas D. Nielsen and Antonio Salmerón 
(Slides) (Poster) 

Inference in hybrid Bayesian networks with Mixtures of Truncated Basis Functions 
Helge Langseth, Thomas D. Nielsen, Rafael Rumí and Antonio Salmerón 
(Slides) (Poster) 

Qualitative Chain Graphs and their Use in Medicine 
Martijn Lappenschaar, Arjen Hommersom and Peter J.F. Lucas 
(Slides) (Poster) 

A DepthFirst Search Algorithm for Optimal Triangulation of Bayesian Network 
Chao Li and Maomi Ueno 
(Slides) (Poster) 

DecisionTheoretic Troubleshooting: Hardness of Approximation 
Václav Lín 
(Slides) (Poster) 

A Novel LTMbased Method for Multidimensional Clustering 
Tengfei Liu, Nevin L. Zhang, Kin Man Poon, Hua Liu and Yi Wang 
(Slides) (Poster) 

Learning mixtures of polynomials from data using Bspline interpolation 
Pedro Luis LópezCruz, Concha Bielza and Pedro Larrañaga 
(Slides) (Poster) 

A Comparison of Popular Fertility Awareness Methods to a DBN Model of the Woman's Monthy Cycle 
Anna LupinskaDubicka and Marek Druzdzel 
(Slides) (Poster) 

On the Importance of Elimination Heuristics in Lazy Propagation 
Anders L. Madsen and Cory J. Butz 
(Slides) (Poster) 

A Bounded Error, Anytime, Parallel Algorithm for Exact Bayesian Network Structure Learning 
Brandon Malone and Changhe Yuan 
(Slides) (Poster) 

An interactive approach for cleaning noisy observations in Bayesian networks with the help of an expert 
Andrés R. Masegosa and Serafín Moral 
(Slides) (Poster) 

Learning AMP Chain Graphs under Faithfulness 
José M. Peña 
(Slides) (Poster) 

Prediction of Cofee Rust Disease Using Bayesian Networks 
Cora B. PérezAriza, Ann E. Nicholson and M. Julia Flores 
(Slides) (Poster) 

Generalised Covariation for Sensitivity Analysis in Bayesian Networks 
Silja Renooij 
(Slides) (Poster) 

Tractable inference in hybrid Bayesian networks with deterministic conditionals using reapproximations 
Rafael Rumí, Antonio Salmerón and Prakash P. Shenoy 
(Slides) (Poster) 

Mixtures of Bagged Markov Tree Ensembles 
François Schnitzler, Pierre Geurts and Louis Wehenkel 
(Slides) (Poster) 

Graphical inequality diagnostics for phylogenetic trees 
Nathaniel Shiers and Jim Q. Smith 
(Slides) (Poster) 

Learning Multivariate Regression Chain Graphs under Faithfulness 
Dag Sonntag and José M. Peña 
(Slides) (Poster) 

Integer linear programming approach to learning Bayesian network structure 
Milan Studený 
(Slides) (Poster) 

The Bayesian ChowLiu Algorithm 
Joe Suzuki 
(Slides) (Poster) 

Learning highdimensional mixed graphical models with missing values 
Inma Tur and Robert Castelo 
(Slides) (Poster) 

NonInformative Dirichlet Score for learning Bayesian networks 
Maomi Ueno and Masaki Uto 
(Slides) (Poster) 

New Local Move Operators for Bayesian Network Structure Learning 
Jimmy Vandel, Brigitte Mangin, and Simon De Givry 
(Slides) (Poster) 

Flood Damage and Influencing Factors: A Bayesian Network Perspective 
Kristin Vogel, Carsten Riggelsen, Bruno Merz, Heidi Kreibich and Frank Scherbaum 
(Slides) (Poster) 

Computationally efficient probabilistic inference with noisy threshold models based on a CP tensor decomposition 
Jiří Vomlel and Petr Tichavský 
(Slides) (Poster) 

Bayesian Network Inference With NINAND Tree Models 
Yang Xiang 
(Slides) (Poster) 
