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## Search the dblp DataBase
Marek J. Druzdzel:
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## Publications of Author- Marek J. Druzdzel
**SMILE: Structural Modeling, Inference, and Learning Engine and GeNIE: A Development Environment for Graphical Decision-Theoretic Models.**[Citation Graph (0, 0)][DBLP] AAAI/IAAI, 1999, pp:902-903 [Conf] - Marek J. Druzdzel, Max Henrion
**Efficient Reasoning in Qualitative Probabilistic Networks.**[Citation Graph (0, 0)][DBLP] AAAI, 1993, pp:548-553 [Conf] - Agnieszka Onisko, Peter J. F. Lucas, Marek J. Druzdzel
**Comparison of Rule-Based and Bayesian Network Approaches in Medical Diagnostic Systems.**[Citation Graph (0, 0)][DBLP] AIME, 2001, pp:283-292 [Conf] - Adam Zagorecki, Marek J. Druzdzel
**Knowledge Engineering for Bayesian Networks: How Common Are Noisy-MAX Distributions in Practice?**[Citation Graph (0, 0)][DBLP] ECAI, 2006, pp:482-0 [Conf] - Denver Dash, Marek J. Druzdzel
**Caveats for Causal Reasoning with Equilibrium Models.**[Citation Graph (0, 0)][DBLP] ECSQARU, 2001, pp:192-203 [Conf] - Tsai-Ching Lu, Marek J. Druzdzel
**Supporting Changes in Structure in Causal Model Construction.**[Citation Graph (0, 0)][DBLP] ECSQARU, 2001, pp:204-215 [Conf] - Jian Cheng, Marek J. Druzdzel
**Latin Hypercube Sampling in Bayesian Networks.**[Citation Graph (0, 0)][DBLP] FLAIRS Conference, 2000, pp:287-292 [Conf] - Yan Lin, Marek J. Druzdzel
**Relevance-Based Sequential Evidence Processing in Bayesian Networks.**[Citation Graph (0, 0)][DBLP] FLAIRS Conference, 1998, pp:446-450 [Conf] - Haiqin Wang, Denver Dash, Marek J. Druzdzel
**A Method for Evaluating Elicitation Schemes for Probabilities.**[Citation Graph (0, 0)][DBLP] FLAIRS Conference, 2001, pp:607-612 [Conf] - Changhe Yuan, Marek J. Druzdzel
**How Heavy Should the Tails Be?**[Citation Graph (0, 0)][DBLP] FLAIRS Conference, 2005, pp:799-805 [Conf] - Adam Zagorecki, Marek J. Druzdzel
**An Empirical Study of Probability Elicitation Under Noisy-OR Assumption.**[Citation Graph (0, 0)][DBLP] FLAIRS Conference, 2004, pp:- [Conf] - Adam Zagorecki, Mark Voortman, Marek J. Druzdzel
**Decomposing Local Probability Distributions in Bayesian Networks for Improved Inference and Parameter Learning.**[Citation Graph (0, 0)][DBLP] FLAIRS Conference, 2006, pp:860-865 [Conf] - Agnieszka Onisko, Marek J. Druzdzel, Hanna Wasyluk
**An Experimental Comparison of Methods for Handling Incomplete Data in Learning Parameters of Bayesian Networks.**[Citation Graph (0, 0)][DBLP] Intelligent Information Systems, 2002, pp:351-360 [Conf] - Xiaoxun Sun, Marek J. Druzdzel, Changhe Yuan
**Dynamic Weighting A* Search-Based MAP Algorithm for Bayesian Networks.**[Citation Graph (0, 0)][DBLP] IJCAI, 2007, pp:2385-2390 [Conf] - Tsai-Ching Lu, Marek J. Druzdzel
**Causal Models, Value of Intervention, and Search for Opportunities.**[Citation Graph (0, 0)][DBLP] Probabilistic Graphical Models, 2002, pp:- [Conf] - Jian Cheng, Marek J. Druzdzel
**Computational Investigation of Low-Discrepancy Sequences in Simulation Algorithms for Bayesian Networks.**[Citation Graph (0, 0)][DBLP] UAI, 2000, pp:72-81 [Conf] - Jian Cheng, Marek J. Druzdzel
**Confidence Inference in Bayesian Networks.**[Citation Graph (0, 0)][DBLP] UAI, 2001, pp:75-82 [Conf] - Denver Dash, Marek J. Druzdzel
**Robust Independence Testing for Constraint-Based Learning of Causal Structure.**[Citation Graph (0, 0)][DBLP] UAI, 2003, pp:167-174 [Conf] - Denver Dash, Marek J. Druzdzel
**A Hybrid Anytime Algorithm for the Construction of Causal Models From Sparse Data.**[Citation Graph (0, 0)][DBLP] UAI, 1999, pp:142-149 [Conf] - Marek J. Druzdzel, Herbert A. Simon
**Causality in Bayesian Belief Networks.**[Citation Graph (0, 0)][DBLP] UAI, 1993, pp:3-11 [Conf] - Marek J. Druzdzel
**Some Properties of joint Probability Distributions.**[Citation Graph (0, 0)][DBLP] UAI, 1994, pp:187-194 [Conf] - Marek J. Druzdzel, Linda C. van der Gaag
**Elicitation of Probabilities for Belief Networks: Combining Qualitative and Quantitative Information.**[Citation Graph (0, 0)][DBLP] UAI, 1995, pp:141-148 [Conf] - Marek J. Druzdzel, Max Henrion
**Intercausal Reasoning with Uninstantiated Ancestor Nodes.**[Citation Graph (0, 0)][DBLP] UAI, 1993, pp:317-325 [Conf] - Max Henrion, Marek J. Druzdzel
**Qualtitative propagation and scenario-based scheme for exploiting probabilistic reasoning.**[Citation Graph (0, 0)][DBLP] UAI, 1990, pp:17-32 [Conf] - Yan Lin, Marek J. Druzdzel
**Computational Advantages of Relevance Reasoning in Bayesian Belief Networks.**[Citation Graph (0, 0)][DBLP] UAI, 1997, pp:342-350 [Conf] - Tsai-Ching Lu, Marek J. Druzdzel, Tze-Yun Leong
**Causal Mechanism-based Model Constructions.**[Citation Graph (0, 0)][DBLP] UAI, 2000, pp:353-362 [Conf] - Haiqin Wang, Marek J. Druzdzel
**User Interface Tools for Navigation in Conditional Probability Tables and Elicitation of Probabilities in Bayesian Networks.**[Citation Graph (0, 0)][DBLP] UAI, 2000, pp:617-625 [Conf] - Changhe Yuan, Marek J. Druzdzel
**An Importance Sampling Algorithm Based on Evidence Pre-propagation.**[Citation Graph (0, 0)][DBLP] UAI, 2003, pp:624-631 [Conf] - Michael L. Anderson, Thomas Barkowsky, Pauline Berry, Douglas S. Blank, Timothy Chklovski, Pedro Domingos, Marek J. Druzdzel, Christian Freksa, John Gersh, Mary Hegarty, Tze-Yun Leong, Henry Lieberman, Ric K. Lowe, Susann LuperFoy, Rada Mihalcea, Lisa Meeden, David P. Miller, Tim Oates, Robert Popp, Daniel Shapiro, Nathan Schurr, Push Singh, John Yen
**Reports on the 2005 AAAI Spring Symposium Series.**[Citation Graph (0, 0)][DBLP] AI Magazine, 2005, v:26, n:2, pp:87-92 [Journal] - Marek J. Druzdzel
**Five Useful Properties of Probabilistic Knowledge Representations From the Point of View of Intelligent Systems.**[Citation Graph (0, 0)][DBLP] Fundam. Inform., 1997, v:30, n:3/4, pp:241-254 [Journal] - Agnieszka Onisko, Marek J. Druzdzel, Hanna Wasyluk
**Learning Bayesian network parameters from small data sets: application of Noisy-OR gates.**[Citation Graph (0, 0)][DBLP] Int. J. Approx. Reasoning, 2001, v:27, n:2, pp:165-182 [Journal] - Yan Lin, Marek J. Druzdzel
**Relevance-Based Incremental Belief Updating in Bayesian Networks.**[Citation Graph (0, 0)][DBLP] IJPRAI, 1999, v:13, n:2, pp:285-295 [Journal] - Jian Cheng, Marek J. Druzdzel
**AIS-BN: An Adaptive Importance Sampling Algorithm for Evidential Reasoning in Large Bayesian Networks.**[Citation Graph (0, 0)][DBLP] J. Artif. Intell. Res. (JAIR), 2000, v:13, n:, pp:155-188 [Journal] - Marek J. Druzdzel, Hans van Leijen
**Causal reversibility in Bayesian networks.**[Citation Graph (0, 0)][DBLP] J. Exp. Theor. Artif. Intell., 2001, v:13, n:1, pp:45-62 [Journal] - Marek J. Druzdzel, Francisco Javier Díez
**Combining Knowledge from Different Sources in Causal Probabilistic Models.**[Citation Graph (0, 0)][DBLP] Journal of Machine Learning Research, 2003, v:4, n:, pp:295-316 [Journal] - Marek J. Druzdzel, Linda C. van der Gaag
**Building Probabilistic Networks: "Where Do the Numbers Come From?" Guest Editors Introduction.**[Citation Graph (0, 0)][DBLP] IEEE Trans. Knowl. Data Eng., 2000, v:12, n:4, pp:481-486 [Journal] - Haiqin Wang, Denver Dash, Marek J. Druzdzel
**A method for evaluating elicitation schemes for probabilistic models.**[Citation Graph (0, 0)][DBLP] IEEE Transactions on Systems, Man, and Cybernetics, Part B, 2002, v:32, n:1, pp:38-43 [Journal] - Changhe Yuan, Marek J. Druzdzel
**Generalized Evidence Pre-propagated Importance Sampling for Hybrid Bayesian Networks.**[Citation Graph (0, 0)][DBLP] AAAI, 2007, pp:1296-0 [Conf] - Changhe Yuan, Marek J. Druzdzel
**Improving Importance Sampling by Adaptive Split-Rejection Control in Bayesian Networks.**[Citation Graph (0, 0)][DBLP] Canadian Conference on AI, 2007, pp:332-343 [Conf] - Changhe Yuan, Tsai-Ching Lu, Marek J. Druzdzel
**Annealed MAP.**[Citation Graph (0, 0)][DBLP] UAI, 2004, pp:628-635 [Conf] **Insensitivity of Constraint-Based Causal Discovery Algorithms to Violations of the Assumption of Multivariate Normality.**[Citation Graph (, )][DBLP]**Workshop summary: Seventh annual workshop on Bayes applications.**[Citation Graph (, )][DBLP]**Hybrid Loopy Belief Propagation.**[Citation Graph (, )][DBLP]**Probabilistic Independence of Causal Influences.**[Citation Graph (, )][DBLP]**Dynamic Weighting A* Search-based MAP Algorithm for Bayesian Networks.**[Citation Graph (, )][DBLP]**Rapid modeling and analysis with QGENIE.**[Citation Graph (, )][DBLP]**Passive construction of diagnostic decision models: An empirical evaluation.**[Citation Graph (, )][DBLP]**A note on the correctness of the causal ordering algorithm.**[Citation Graph (, )][DBLP]
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