| 2019 | AIME | Bayesian Network vs. Cox's Proportional Hazard Model of PAH Risk: A Comparison. | Jidapa Kraisangka, Marek J. Druzdzel, Lisa C. Lohmueller, Manreet K. Kanwar, James F. Antaki, Raymond L. Benza |
| 2016 | UAI | A Risk Calculator for the Pulmonary Arterial Hypertension Based on a Bayesian Network. | Jidapa Kraisangka, Marek J. Druzdzel, Raymond L. Benza |
| 2014 | FlAIRS | An Empirical Evaluation of Costs and Benefits of Simplifying Bayesian Networks by Removing Weak Arcs. | Parot Ratnapinda, Marek J. Druzdzel |
| 2014 | ICAISC | Impact of Bayesian Network Model Structure on the Accuracy of Medical Diagnostic Systems. | Agnieszka Onisko, Marek J. Druzdzel |
| 2013 | FlAIRS | An Empirical Comparison of Bayesian Network Parameter Learning Algorithms for Continuous Data Streams. | Parot Ratnapinda, Marek J. Druzdzel |
| 2010 | UAI | Learning Why Things Change: The Difference-Based Causality Learner. | Mark Voortman, Denver Dash, Marek J. Druzdzel |
| 2009 | ICML | Workshop summary: Seventh annual workshop on Bayes applications. | John Mark Agosta, Russell G. Almond, Dennis M. Buede, Marek J. Druzdzel, Judy Goldsmith, Silja Renooij |
| 2008 | FlAIRS | Insensitivity of Constraint-Based Causal Discovery Algorithms to Violations of the Assumption of Multivariate Normality. | Mark Voortman, Marek J. Druzdzel |
| 2008 | UAI | The impact of overconfidence bias on practical accuracy of Bayesian network models: an empirical study. | Marek J. Druzdzel, Agnieszka Onisko |
| 2007 | AAAI | Generalized Evidence Pre-propagated Importance Sampling for Hybrid Bayesian Networks. | Changhe Yuan, Marek J. Druzdzel |
| 2007 | AI | Improving Importance Sampling by Adaptive Split-Rejection Control in Bayesian Networks. | Changhe Yuan, Marek J. Druzdzel |
| 2007 | IJCAI | Dynamic Weighting A* Search-Based MAP Algorithm for Bayesian Networks. | Xiaoxun Sun, Marek J. Druzdzel, Changhe Yuan |
| 2006 | ECAI | Knowledge Engineering for Bayesian Networks: How Common Are Noisy-MAX Distributions in Practice? | Adam Zagorecki, Marek J. Druzdzel |
| 2006 | FlAIRS | Decomposing Local Probability Distributions in Bayesian Networks for Improved Inference and Parameter Learning. | Adam Zagorecki, Mark Voortman, Marek J. Druzdzel |
| 2005 | FlAIRS | How Heavy Should the Tails Be? | Changhe Yuan, Marek J. Druzdzel |
| 2004 | FlAIRS | An Empirical Study of Probability Elicitation Under Noisy-OR Assumption. | Adam Zagorecki, Marek J. Druzdzel |
| 2004 | UAI | Annealed MAP. | Changhe Yuan, Tsai-Ching Lu, Marek J. Druzdzel |
| 2003 | UAI | Robust Independence Testing for Constraint-Based Learning of Causal Structure. | Denver Dash, Marek J. Druzdzel |
| 2003 | UAI | An Importance Sampling Algorithm Based on Evidence Pre-propagation. | Changhe Yuan, Marek J. Druzdzel |
| 2001 | AIME | Comparison of Rule-Based and Bayesian Network Approaches in Medical Diagnostic Systems. | Agnieszka Onisko, Peter J. F. Lucas, Marek J. Druzdzel |
| 2001 | ECSQARU | Caveats for Causal Reasoning with Equilibrium Models. | Denver Dash, Marek J. Druzdzel |
| 2001 | ECSQARU | Supporting Changes in Structure in Causal Model Construction. | Tsai-Ching Lu, Marek J. Druzdzel |
| 2001 | FlAIRS | A Method for Evaluating Elicitation Schemes for Probabilities. | Haiqin Wang, Denver Dash, Marek J. Druzdzel |
| 2001 | UAI | Confidence Inference in Bayesian Networks. | Jian Cheng, Marek J. Druzdzel |
| 2000 | FlAIRS | Latin Hypercube Sampling in Bayesian Networks. | Jian Cheng, Marek J. Druzdzel |
| 2000 | UAI | Computational Investigation of Low-Discrepancy Sequences in Simulation Algorithms for Bayesian Networks. | Jian Cheng, Marek J. Druzdzel |
| 2000 | UAI | Causal Mechanism-based Model Constructions. | Tsai-Ching Lu, Marek J. Druzdzel, Tze-Yun Leong |
| 2000 | UAI | User Interface Tools for Navigation in Conditional Probability Tables and Elicitation of Probabilities in Bayesian Networks. | Haiqin Wang, Marek J. Druzdzel |
| 1999 | AAAI | SMILE: Structural Modeling, Inference, and Learning Engine and GeNIE: A Development Environment for Graphical Decision-Theoretic Models. | Marek J. Druzdzel |
| 1999 | AMIA | GeNIe: A Development Environment for Graphical Decision-Analytic Models. | Marek J. Druzdzel |
| 1999 | AMIA | Knowledge Engineering for Very Large Decision-analytic Medical Models. | Marek J. Druzdzel, Agnieszka Onisko, Daniel Schwartz, John N. Dowling, Hanna Wasyluk |
| 1999 | UAI | A Hybrid Anytime Algorithm for the Construction of Causal Models From Sparse Data. | Denver Dash, Marek J. Druzdzel |
| 1998 | FlAIRS | Relevance-Based Sequential Evidence Processing in Bayesian Networks. | Yan Lin, Marek J. Druzdzel |
| 1997 | UAI | Computational Advantages of Relevance Reasoning in Bayesian Belief Networks. | Yan Lin, Marek J. Druzdzel |
| 1995 | UAI | Elicitation of Probabilities for Belief Networks: Combining Qualitative and Quantitative Information. | Marek J. Druzdzel, Linda C. van der Gaag |
| 1994 | UAI | Some Properties of joint Probability Distributions. | Marek J. Druzdzel |
| 1993 | AAAI | Efficient Reasoning in Qualitative Probabilistic Networks. | Marek J. Druzdzel, Max Henrion |
| 1993 | UAI | Intercausal Reasoning with Uninstantiated Ancestor Nodes. | Marek J. Druzdzel, Max Henrion |
| 1993 | UAI | Causality in Bayesian Belief Networks. | Marek J. Druzdzel, Herbert A. Simon |
| 1990 | UAI | Qualtitative propagation and scenario-based scheme for exploiting probabilistic reasoning. | Max Henrion, Marek J. Druzdzel |