@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},
}