Druzdzel, Marek J.

26 publications

UAI 2016 A Risk Calculator for the Pulmonary Arterial Hypertension Based on a Bayesian Network Jidapa Kraisangka, Marek J. Druzdzel, Raymond L. Benza

PGM 2016 Making Large Cox’s Proportional Hazard Models Tractable in Bayesian Networks Jidapa Kraisangka, Marek J. Druzdzel

UAI 2010 Learning Why Things Change: The Difference-Based Causality Learner Mark Voortman, Denver Dash, Marek J. Druzdzel

ICML 2009 Workshop Summary: Seventh Annual Workshop on Bayes Applications John Mark Agosta, Russell G. Almond, Dennis M. Buede, Marek J. Druzdzel, Judy Goldsmith, Silja Renooij

UAI 2008 The Impact of Overconfidence Bias on Practical Accuracy of Bayesian Network Models: An Empirical Study Marek J. Druzdzel, Agnieszka Onisko

IJCAI 2007 Dynamic Weighting A* Search-Based MAP Algorithm for Bayesian Networks Xiaoxun Sun, Marek J. Druzdzel, Changhe Yuan

AAAI 2007 Generalized Evidence Pre-Propagated Importance Sampling for Hybrid Bayesian Networks Changhe Yuan, Marek J. Druzdzel

AISTATS 2007 Importance Sampling for General Hybrid Bayesian Networks Changhe Yuan, Marek J. Druzdzel

UAI 2004 Annealed MAP Changhe Yuan, Tsai-Ching Lu, Marek J. Druzdzel

UAI 2003 An Importance Sampling Algorithm Based on Evidence Pre-Propagation Changhe Yuan, Marek J. Druzdzel

JMLR 2003 Combining Knowledge from Different Sources in Causal Probabilistic Models Marek J. Druzdzel, Francisco J. Díez

UAI 2003 Robust Independence Testing for Constraint-Based Learning of Causal Structure Denver Dash, Marek J. Druzdzel

UAI 2001 Confidence Inference in Bayesian Networks Jian Cheng, Marek J. Druzdzel

JAIR 2000 AIS-BN: An Adaptive Importance Sampling Algorithm for Evidential Reasoning in Large Bayesian Networks Jian Cheng, Marek J. Druzdzel

UAI 2000 Causal Mechanism-Based Model Constructions Tsai-Ching Lu, Marek J. Druzdzel, Tze-Yun Leong

UAI 2000 Computational Investigation of Low-Discrepancy Sequences in Simulation Algorithms for Bayesian Networks Jian Cheng, Marek J. Druzdzel

UAI 2000 User Interface Tools for Navigation in Conditional Probability Tables and Elicitation of Probabilities in Bayesian Networks Haiqin Wang, Marek J. Druzdzel

UAI 1999 A Hybrid Anytime Algorithm for the Construction of Causal Models from Sparse Data Denver Dash, Marek J. Druzdzel

AAAI 1999 SMILE: Structural Modeling, Inference, and Learning Engine and GeNIE: A Development Environment for Graphical Decision-Theoretic Models Marek J. Druzdzel

UAI 1997 Computational Advantages of Relevance Reasoning in Bayesian Belief Networks Yan Lin, Marek J. Druzdzel

UAI 1995 Elicitation of Probabilities for Belief Networks: Combining Qualitative and Quantitative Information Marek J. Druzdzel, Linda C. van der Gaag

UAI 1994 Some Properties of Joint Probability Distributions Marek J. Druzdzel

UAI 1993 Causality in Bayesian Belief Networks Marek J. Druzdzel, Herbert A. Simon

AAAI 1993 Efficient Reasoning in Qualitative Probabilistic Networks Marek J. Druzdzel, Max Henrion

UAI 1993 Intercausal Reasoning with Uninstantiated Ancestor Nodes Marek J. Druzdzel, Max Henrion

UAI 1990 Qualtitative Propagation and Scenario-Based Scheme for Exploiting Probabilistic Reasoning Max Henrion, Marek J. Druzdzel