@inproceedings{pgm08_1,
author = 	{John M. Agosta, Thomas R. Gardos and Marek J. Druzdzel},
title  = 	{Query-Based Diagnostics},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{1--8},
pdf = 		{papers/agosta_et_al.pdf},
}

@inproceedings{pgm08_9,
author = 	{Sourour Ammar, Philippe Leray, Boris Defourny and Louis Wehenkel},
title  = 	{High-Dimensional Probability Density Estimation with Randomized Ensembles of Tree Structured Bayesian Networks},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{9--16},
pdf = 		{papers/39_paper.pdf},
}

@inproceedings{pgm08_17,
author = 	{Alessandro Antonucci, Marco Zaffalon, Yi Sun and Cassio P. de Campos},
title  = 	{Generalized Loopy 2U: A New Algorithm for Approximate Inference in Credal Networks},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{17--24},
pdf = 		{papers/38_paper.pdf},
}

@inproceedings{pgm08_25,
author = 	{Manuel Arias and Francisco J. D\'{\i}ez},
title  = 	{Carmen: An Open Source Project for Probabilistic Graphical Models},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{25--32},
pdf = 		{papers/37_paper.pdf},
}

@inproceedings{pgm08_33,
author = 	{Janneke H. Bolt},
title  = 	{Bayesian Networks: the Parental Synergy},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{33--40},
pdf = 		{papers/19_paper.pdf},
}

@inproceedings{pgm08_41,
author = 	{A. Cano, M. G{\'o}mez-Olmedo and S. Moral},
title  = 	{A Score Based Ranking of the Edges for the PC Algorithm},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{41--48},
pdf = 		{papers/48_paper.pdf},
}

@inproceedings{pgm08_49,
author = 	{Andr{\'e}s Cano, Andr{\'e}s Masegosa and Seraf{\'i}n Moral},
title  = 	{A Bayesian Approach to Estimate Probabilities in Classification Trees},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{49--56},
pdf = 		{papers/40_paper.pdf},
}

@inproceedings{pgm08_57,
author = 	{Tao Chen, Nevin L. Zhang and Yi Wang},
title  = 	{Efficient Model Evaluation in the Search-Based Approach to Latent Structure Discovery},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{57--64},
pdf = 		{papers/18_paper.pdf},
}

@inproceedings{pgm08_65,
author = 	{Barry R. Cobb},
title  = 	{Measuring Efficiency in Influence Diagram Models},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{65--72},
pdf = 		{papers/50_paper.pdf},
}

@inproceedings{pgm08_73,
author = 	{Jorge Cordero H. and Yifeng Zeng},
title  = 	{Attribute Clustering Based on Heuristic Tree Partition},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{73--80},
pdf = 		{papers/44_paper.pdf},
}

@inproceedings{pgm08_81,
author = 	{Sergio Rodrigues de Morais and Alex Aussem},
title  = 	{A Novel Scalable and Correct Markov Boundary Learning Algorithm Under Faithfulness Condition},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{81--88},
pdf = 		{papers/41_paper.pdf},
}

@inproceedings{pgm08_89,
author = 	{Peter R. de Waal},
title  = 	{Marginals of DAG-Isomorphic Independence Models},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{89--96},
pdf = 		{papers/27_paper.pdf},
}

@inproceedings{pgm08_97,
author = 	{Francisco Elizalde, L. Enrique Sucar, Manuel Luque, Francisco Javier D{\'i}ez and Alberto Reyes},
title  = 	{Policy Explanation in Factored Markov Decision Processes},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{97--104},
pdf = 		{papers/42_paper.pdf},
}

@inproceedings{pgm08_105,
author = 	{Antonio Fern{\'a}ndez, Jens D. Nielsen and Antonio Salmer{\'o}n},
title  = 	{Learning Naive Bayes Regression Models from Missing Data Using Mixtures of Truncated Exponentials},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{105--112},
pdf = 		{papers/11_paper.pdf},
}

@inproceedings{pgm08_113,
author = 	{Ildik{\'o} Flesch and Peter J. F. Lucas},
title  = 	{The Probabilistic Interpretation of Model-Based Diagnosis},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{113--120},
pdf = 		{papers/10_paper.pdf},
}

@inproceedings{pgm08_121,
author = 	{Olivier C. H. Fran\c{c}ois},
title  = 	{Efficient Bayesian Network Learning Using EM or Pairwise Deletion},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{121--128},
pdf = 		{papers/35_paper.pdf},
}

@inproceedings{pgm08_129,
author = 	{Jos{\'e} A. G{\'a}mez, Juan L. Mateo, Thomas D. Nielsen and Jos{\'e} M. Puerta},
title  = 	{Robust Classification Using Mixtures of Dependency Networks},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{129--136},
pdf = 		{papers/Gamez_et_al.pdf},
}

@inproceedings{pgm08_137,
author = 	{Jos{\'e} A. G{\'a}mez, Juan L. Mateo and Jos{\'e} M. Puerta},
title  = 	{Towards Consistency in General Dependency Networks},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{137--144},
pdf = 		{papers/21_paper.pdf},
}

@inproceedings{pgm08_145,
author = 	{Miguel A. G{\'o}mez-Villegas, Paloma Main and Rosario Susi},
title  = 	{Sensitivity of Gaussian Bayesian Networks to Inaccuracies in Their Parameters},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{145--152},
pdf = 		{papers/6_paper.pdf},
}

@inproceedings{pgm08_153,
author = 	{Finn Verner Jensen},
title  = 	{Approximate Representation of Optimal Strategies from Influence Diagrams},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{153--159},
pdf = 		{papers/14_paper.pdf},
}

@inproceedings{pgm08_161,
author = 	{Johan Kwisthout},
title  = 	{Complexity Results for Enumerating MPE and Partial MAP},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{161--168},
pdf = 		{papers/28_paper.pdf},
}

@inproceedings{pgm08_169,
author = 	{Helge Langseth, Thomas D. Nielsen, Rafael Rum{\'i} and Antonio Salmer{\'o}n},
title  = 	{Parameter Estimation in Mixtures of Truncated Exponentials},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{169--176},
pdf = 		{papers/Langseth_et_al.pdf},
}

@inproceedings{pgm08_177,
author = 	{Manuel Luque, Thomas D. Nielsen and Finn V. Jensen},
title  = 	{An Anytime Algorithm for Evaluating Unconstrained Influence Diagrams},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{177--184},
pdf = 		{papers/Luque_nielsen_jensen.pdf},
}

@inproceedings{pgm08_185,
author = 	{Paul P. Maaskant and Marek J. Druzdzel},
title  = 	{An Independence of Causal Interactions Model for Opposing Influences},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{185--192},
pdf = 		{papers/47_paper.pdf},
}

@inproceedings{pgm08_193,
author = 	{Anders L. Madsen},
title  = 	{New Methods for Marginalization in Lazy Propagation},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{193--200},
pdf = 		{papers/17_paper.pdf},
}

@inproceedings{pgm08_201,
author = 	{Anders L. Madsen},
title  = 	{Solving CLQG Influence Diagrams Using Arc-Reversal Operations in a Strong  Junction Tree},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{201--208},
pdf = 		{papers/5_paper.pdf},
}

@inproceedings{pgm08_209,
author = 	{Tommi Mononen and Petri Myllym\"aki},
title  = 	{Computing the Multinomial Stochastic Complexity in Sub-Linear Time},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{209--216},
pdf = 		{papers/31_paper.pdf},
}

@inproceedings{pgm08_217,
author = 	{Jens D. Nielsen, Rafael Rum{\'i} and Antonio Salmer{\'o}n},
title  = 	{Structural-EM for Learning PDG Models from Incomplete Data},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{217--224},
pdf = 		{papers/22_paper.pdf},
}

@inproceedings{pgm08_225,
author = 	{Mathias Niepert and Dirk Van Gucht},
title  = 	{Logical Properties of Stable Conditional Independence},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{225--232},
pdf = 		{papers/36_paper.pdf},
}

@inproceedings{pgm08_233,
author = 	{Thorsten J. Ottosen and Finn V. Jensen},
title  = 	{A* Wars: The Fight for Improving A* Search for Troubleshooting with Dependent Actions},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{233--240},
pdf = 		{papers/25_paper.pdf},
}

@inproceedings{pgm08_241,
author = 	{Silja Renooij and Linda C. van der Gaag},
title  = 	{Discrimination and its Sensitivity in Probabilistic Networks},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{241--248},
pdf = 		{papers/7_paper.pdf},
}

@inproceedings{pgm08_249,
author = 	{R. Santana, A. Mendiburu and J. A. Lozano},
title  = 	{An Empirical Analysis of Loopy Belief Propagation in Three Topologies: Grids, Small-World Networks and Random Graphs},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{249--256},
pdf = 		{papers/16_paper.pdf},
}

@inproceedings{pgm08_257,
author = 	{Tomi Silander, Teemu Roos, Petri Kontkanen and Petri Myllym\"aki},
title  = 	{Factorized Normalized Maximum Likelihood Criterion for Learning Bayesian Network Structures},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{257--264},
pdf = 		{papers/29_paper.pdf},
}

@inproceedings{pgm08_265,
author = 	{Jim Q. Smith and Alireza Daneshkhah},
title  = 	{Large Incomplete Sample Robustness in Bayesian Networks},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{265--272},
pdf = 		{papers/9_paper.pdf},
}

@inproceedings{pgm08_273,
author = 	{Federico M. Stefanini},
title  = 	{Eliciting Expert Beliefs on the Structure of a Bayesian Network},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{273--280},
pdf = 		{papers/32_paper.pdf},
}

@inproceedings{pgm08_281,
author = 	{M. Studen\'y and J. Vomlel},
title  = 	{A Geometric Approach to Learning BN Structures},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{281--288},
pdf = 		{papers/12_paper.pdf},
}

@inproceedings{pgm08_289,
author = 	{Nicolaj S\o ndberg-Jeppesen and Finn Verner Jensen},
title  = 	{An Influence Diagram Framework for Acting Under Influence by Agents with Unknown Goals},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{289--296},
pdf = 		{papers/24_paper.pdf},
}

@inproceedings{pgm08_297,
author = 	{Ji\v{r}\'{i} Vomlel and Petr Savicky},
title  = 	{Arithmetic Circuits of the Noisy-Or Models},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{297--304},
pdf = 		{papers/2_paper.pdf},
}

@inproceedings{pgm08_305,
author = 	{Yang Xiang and Franklin Hanshar},
title  = 	{Tightly and Loosely Coupled Decision Paradigms in Multiagent Expedition},
booktitle = 	{Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},
editor = 	{Manfred Jaeger and Thomas D. Nielsen},
year = 		{2008},
pages = 	{305--312},
pdf = 		{papers/33_paper.pdf},
}