Uncertainty in Artificial Intelligence
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Marek J. Druzdzel
Decision Systems Laboratory
School of Information Sciences & Intelligent Systems Program
University Of Pittsburgh
Contact Information
Webpage : http://www.pitt.edu/~druzdzel
Email : marek@sis.pitt.edu
Phone : 412-624-9432
Fax : 412-624-5231
Mailing Address
B212 IS Building, 135 North Bellefield Avenue
Pittsburgh,  PA  15260
USA
Publications in UAI

UAI-1990
:: Qualitative Propagation and Scenario-based Schemes for Explaining Probabilistic Reasoning

UAI-2010
:: Learning Why Things Change: The Difference-Based Causality Learner

UAI-2005
:: Importance Sampling in Bayesian Networks: An Influence-Based Approximation Strategy for Importance Functions

UAI-2004
:: Annealed MAP

UAI-2003
:: An Importance Sampling Algorithm Based on Evidence Pre-propagation
:: A Robust Independence Test for Constraint-Based Learning of Causal Structure

UAI-2001
:: Confidence Inference in Bayesian Networks

UAI-2000
:: Computational Investigation of Low-Discrepancy Sequences in Simulation Algorithms for Bayesian Networks
:: Causal Mechanism-based Model Construction
:: User Interface Tools for Navigation in Conditional Probability Tables and Elicitation of Probabilities in Bayesian Networks

UAI-1999
:: A Hybrid Anytime Algorithm for the Constructiion of Causal Models From Sparse Data

UAI-1997
:: Computational Advantages of Relevance Reasoning in Bayesian Belief Networks

UAI-1995
:: Elicitation of Probabilities for Belief Networks: Combining Qualitative and Quantitative Information

UAI-1994
:: Some Properties of Joint Probability Distributions

UAI-1993
:: Intercausal Reasoning with Uninstantiated Ancestor Nodes
:: Causality in Bayesian Belief Networks

UAI-1990
:: Qualitative Propagation and Scenario-based Explanation of Probabilistic Reasoning


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