@MASTERSTHESIS{marek85,
  AUTHOR  = "Druzdzel, Marek J.",
  TITLE   = "Implementation of the Memory Management Module of the
             {UNIX} {S}ystem {V} Kernel on a {MC}68010 Based
             Single Board Computer",
  SCHOOL  = "Department of Mathematics and Computer Sciences,
             Delft University of Technology",
  ADDRESS = "Delft, The Netherlands",
  MONTH   =  NOV,
  YEAR    =  1985
}

@MASTERSTHESIS{marek87,
  AUTHOR  = "Druzdzel, Marek J.",
  TITLE   = "Current Trends in Computer Architecture and their
             Relation to the {LISP} Programming Language",
  SCHOOL  = "Department of Electrical Engineering,
             Delft University of Technology",
  NUMBER  = "1--68340--28 (1987)02",
  ADDRESS = "Delft, The Netherlands",
  MONTH   =  FEB,
  YEAR    =  1987
}

@MISC{marek88,
  AUTHOR  = "Druzdzel, Marek J.",
  TITLE   = "``{W}hat Caused {H}arry's Sneeze?'':
             {C}ognitive {P}rocesses and {P}roblem {S}olving ---
             Term Project Report",
  HOWPUBLISHED="Department of Engineering and Public Policy,
             Carnegie Mellon University",
  ADDRESS = "Pittsburgh, PA",
  MONTH   =  DEC,
  YEAR    =  1988
}

@MISC{marek89,
  AUTHOR  = "Druzdzel, Marek J.",
  TITLE   = "Proposal for Program and Thesis Topic:
             Memo to the {EPP} {G}raduate {C}ommittee",
  HOWPUBLISHED="Department of Engineering and Public Policy,
             Carnegie Mellon University",
  ADDRESS = "Pittsburgh, PA",
  MONTH   =  FEB,
  YEAR    =  1989
}

@TECHREPORT{druzdzel89,
  AUTHOR  = "Druzdzel, Marek J.",
  TITLE   = "Towards Process Models of Judgment Under Uncertainty",
  INSTITUTION="Department of Engineering and Public Policy,
             Carnegie Mellon University",
  TYPE    = "Technical Report",
  ADDRESS = "Pittsburgh, PA",
  MONTH   =  OCT,
  NUMBER  = "CMU--EPP--1990--03--03",
  YEAR    =  1989
}

@TECHREPORT{druzdzel89a,
  AUTHOR  = "Druzdzel, Marek J.",
  TITLE   = "Verbal Uncertainty Expressions: Literature Review",
  INSTITUTION="Department of Engineering and Public Policy,
             Carnegie Mellon University",
  TYPE    = "Technical Report",
  ADDRESS = "Pittsburgh, PA",
  MONTH   =  MAY,
  NUMBER  = "CMU--EPP--1990--03--02",
  YEAR    =  1989
}

@TECHREPORT{druzdzel90,
  AUTHOR  = "Druzdzel, Marek J.",
  TITLE   = "Scenario Based Explanations for
             {B}ayesian Decision Support Systems",
  INSTITUTION="Department of Engineering and Public Policy,
             Carnegie Mellon University",
  TYPE    = "Technical Report",
  ADDRESS = "Pittsburgh, PA",
  MONTH   =  JAN,
  NUMBER  = "CMU--EPP--1990--03--04",
  YEAR    =  1990
}

@INPROCEEDINGS{druzdzel90a,
  AUTHOR  = "Druzdzel, Marek J. and
             Henrion, Max",
  TITLE   = "Using Scenarios to Explain Probabilistic Inference",
  BOOKTITLE="Working notes of the AAAI--90 Workshop on Explanation",
  ADDRESS = "Boston, MA",
  ORGANIZATION="American Association for Artificial Intelligence",
  YEAR    =  1990,
  PAGES   = "133--141"
}

@INCOLLECTION{henrion90,
  AUTHOR  = "Henrion, Max and
             Druzdzel, Marek J.",
  TITLE   = "Qualitative Propagation and Scenario-Based Approaches
             to Explanation of Probabilistic Reasoning",
  BOOKTITLE="Uncertainty in Artificial Intelligence~6",
  PUBLISHER="Elsevier Science Publishers B.V.",
  ADDRESS = "North Holland",
  EDITOR  = "P.P. Bonissone and M. Henrion and
             L.N. Kanal and J.F. Lemmer",
  YEAR    =  1991,
  PAGES   = "17--32"
}

@INPROCEEDINGS{henrion90a,
  AUTHOR  = "Henrion, Max and
             Druzdzel, Marek J.",
  TITLE   = "Qualitative and Linguistic Explanation of Probabilistic
             Reasoning in Belief Networks",
  BOOKTITLE="Proceedings of the Third International Conference on
             Information Processing and Management of Uncertainty
             in Knowledge-Based Systems (IPMU)",
  ADDRESS = "Paris, France",
  MONTH   =  JUL,
  YEAR    =  1990,
  PAGES   = "225--227"
}

@ARTICLE{merz91,
  AUTHOR  = "Merz, Jon F. and
             Druzdzel, Marek J. and
             Mazur, Dennis J.",
  TITLE   = "Verbal Expressions of Probability in Informed Consent Litigation",
  JOURNAL = "Medical Decision Making",
  VOLUME  =  11,
  NUMBER  =  4,
  MONTH   = "October--December",
  PAGES   = "273--281",
  YEAR    =  1991
}

@PHDTHESIS{druzdzel93,
  AUTHOR  = "Druzdzel, Marek J.",
  TITLE   = "Probabilistic Reasoning in Decision Support Systems:
             From Computation to Common Sense",
  SCHOOL  = "Department of Engineering and Public Policy,
             Carnegie Mellon University",
  ADDRESS = "Pittsburgh, PA",
  MONTH   =  DEC,
  YEAR    =  1992
}

@INCOLLECTION{druzdzel93a,
  AUTHOR  = "Druzdzel, Marek J. and
             Henrion, Max",
  TITLE   = "Belief Propagation in Qualitative Probabilistic Networks",
  BOOKTITLE="Qualitative Reasoning and Decision Technologies",
  PUBLISHER="CIMNE, Barcelona",
  EDITOR  = "N.\  Piera Carrete and M.G.\  Singh",
  YEAR    =  1993,
  PAGES   = "451--460"
}

@INPROCEEDINGS{druzdzel93b,
  AUTHOR  = "Druzdzel, Marek J. and
             Simon, Herbert A.",
  TITLE   = "Causality in {B}ayesian Belief Networks",
  BOOKTITLE="Proceedings of the Ninth Annual Conference
             on Uncertainty in Artificial Intelligence (UAI--93)",
  PUBLISHER="Morgan Kaufmann Publishers, Inc.",
  ADDRESS = "San Francisco, CA",
  YEAR    =  1993,
  PAGES   = "3--11"
}

@INPROCEEDINGS{druzdzel93c,
  AUTHOR  = "Druzdzel, Marek J. and
             Henrion, Max",
  TITLE   = "Intercausal Reasoning with Uninstantiated Ancestor Nodes",
  BOOKTITLE="Proceedings of the Ninth Annual Conference
             on Uncertainty in Artificial Intelligence (UAI--93)",
  PUBLISHER="Morgan Kaufmann Publishers, Inc.",
  ADDRESS = "San Francisco, CA",
  YEAR    =  1993,
  PAGES   = "317--325"
}

@INPROCEEDINGS{druzdzel93d,
  AUTHOR  = "Druzdzel, Marek J. and
             Henrion, Max",
  TITLE   = "Efficient Reasoning in Qualitative Probabilistic Networks",
  BOOKTITLE="Proceedings of the 11th National Conference on Artificial
             Intelligence (AAAI--93)",
  PUBLISHER="AAAI Press/The MIT Press",
  ADDRESS = "Menlo Park, CA",
  YEAR    =  1993,
  PAGES   = "548--553"
}

@INPROCEEDINGS{druzdzel94,
  AUTHOR  = "Druzdzel, Marek J.",
  TITLE   = "Some Properties of Joint Probability Distributions",
  BOOKTITLE="Proceedings of the Tenth Annual Conference
             on Uncertainty in Artificial Intelligence (UAI--94)",
  PUBLISHER="Morgan Kaufmann Publishers, Inc.",
  ADDRESS = "San Francisco, CA",
  YEAR    =  1994,
  PAGES   = "187--194"
}

@INPROCEEDINGS{druzdzel94a,
  AUTHOR  = "Druzdzel, Marek J. and
             Glymour, Clark",
  TITLE   = "Application of the {TETRAD~II} Program to the Study of
             Student Retention in {U.S.} Colleges",
  BOOKTITLE="Working notes of the AAAI--94 Workshop on Knowledge Discovery
             in Databases (KDD--94)",
  ADDRESS = "Seattle, WA",
  MONTH   =  JUL,
  YEAR    =  1994,
  PAGES   = "419--430"
}

@INPROCEEDINGS{druzdzel94b,
  AUTHOR  = "Druzdzel, Marek J. and
             Suermondt, Henri J.",
  TITLE   = "Relevance in Probabilistic Models:
             ``{B}ackyards'' in a ``Small World''",
  BOOKTITLE="Working notes of the AAAI--1994 Fall Symposium Series:
             Relevance",
  ADDRESS = "New Orleans, LA (An extended version of this paper is in preparation.)",
  MONTH   = "4--6 November",
  YEAR    =  1994,
  PAGES   = "60--63"
}

@INPROCEEDINGS{druzdzel94c,
  AUTHOR  = "Druzdzel, Marek J.",
  TITLE   = "Some Useful Properties of Probabilistic Knowledge
             Representations From the Point of View of
             Intelligent Systems",
  BOOKTITLE="Proceedings of the Third International Workshop
             on Intelligent Information Systems (WIS--94)",
  ADDRESS = "Wigry, Poland",
  PAGES   = "278--292",
  MONTH   = "4--11 June",
  YEAR    =  1994
}

@INPROCEEDINGS{druzdzel94d,
  AUTHOR  = "Druzdzel, Marek J.",
  TITLE   = "Discussion of {M}ois\'es {G}oldszmidt's ``{B}elief-Based
             Irrelevance and Networks: Toward Faster Algorithms
             for Prediction''",
  BOOKTITLE="Working notes of the AAAI--1994 Fall Symposium Series:
             Relevance",
  ADDRESS = "New Orleans, LA",
  MONTH   = "4--6 November",
  YEAR    =  1994,
  PAGES   = "100"
}

@INPROCEEDINGS{druzdzel95,
  AUTHOR  = "Druzdzel, Marek J. and
             {van der Gaag}, Linda C.",
  TITLE   = "Elicitation of Probabilities for Belief Networks:
             Combining Qualitative and Quantitative Information",
  BOOKTITLE="Proceedings of the Eleventh Annual Conference
             on Uncertainty in Artificial Intelligence (UAI--95)",
  PUBLISHER="Morgan Kaufmann Publishers, Inc.",
  ADDRESS = "San Francisco, CA",
  YEAR    =  1995,
  PAGES   = "141--148"
}

@INPROCEEDINGS{druzdzel95a,
  AUTHOR  = "Druzdzel, Marek J.",
  TITLE   = "Getting the Message Across to Students: Multimedia Syllabi",
  BOOKTITLE="What Works in University Teaching:
             University of Pittsburgh Teaching Excellence Conference",
  ADDRESS = "Pittsburgh, PA",
  MONTH   = "31 March -- 1 April",
  YEAR    =  1995
}

@INPROCEEDINGS{druzdzel95b,
  AUTHOR  = "Druzdzel, Marek J. and
             Glymour, Clark",
  TITLE   = "Having the Right Tool: Causal Graphs in Teaching Research Design",
  BOOKTITLE="What Works in University Teaching:
             University of Pittsburgh Teaching Excellence Conference",
  ADDRESS = "Pittsburgh, PA",
  MONTH   = "31 March -- 1 April",
  YEAR    =  1995
}

@INPROCEEDINGS{druzdzel95c,
  AUTHOR  = "Druzdzel, Marek J. and
             Glymour, Clark",
  TITLE   = "What Do College Ranking Data Tell Us About Student Retention:
             Causal Discovery in Action",
  BOOKTITLE="Proceedings of the Fourth International Workshop
             on Intelligent Information Systems (WIS--95)",
  ADDRESS = "August\'{o}w, Poland",
  PAGES   = "138--147",
  MONTH   = "5--9 June",
  YEAR    =  1995
}

@INPROCEEDINGS{druzdzel95d,
  BOOKTITLE="Working notes of the workshop ``Building Probabilistic
             Networks: Where Do the Numbers Come From?''
             held in conjunction with the Fourteenth International
             Joint Conference on Artificial Intelligence (IJCAI--95)",
  EDITOR  = "Druzdzel, Marek J. and
             Linda C., {van der Gaag} and
             Henrion, Max and
             Jensen, Finn V.",
  ADDRESS = "Montreal, Canada",
  YEAR    =  1995
}

@INPROCEEDINGS{druzdzel96a,
  AUTHOR  = "Druzdzel, Marek J.",
  TITLE   = "Technology Use in Computer Programming Courses",
  BOOKTITLE="Second Annual University of Pittsburgh Teaching
             Excellence Conference: Technology in Teaching",
  ADDRESS = "Pittsburgh, PA",
  MONTH   = "29 March",
  YEAR    =  1996
}

@INPROCEEDINGS{druzdzel96b,
  AUTHOR  = "Druzdzel, Marek J.",
  TITLE   = "Explanation in Probabilistic Systems:
             Is It Feasible? Will It Work?",
  BOOKTITLE="Proceedings of the Fifth International Workshop
             on Intelligent Information Systems (WIS--96)",
  ADDRESS = "D\c{e}blin, Poland",
  PAGES   = "12--24",
  MONTH   = "2--5 JUne",
  YEAR    =  1996
}

@ARTICLE{druzdzel96d,
  AUTHOR  = "Druzdzel, Marek J.",
  TITLE   = "Qualitative Verbal Explanations in {B}ayesian Belief Networks",
  JOURNAL = "Artificial Intelligence and Simulation of Behaviour Quarterly",
  VOLUME  =  94,
  PAGES   = "43--54",
  YEAR    =  1996
}

@ARTICLE{druzdzel96h,
  AUTHOR  = "Druzdzel, Marek J.",
  TITLE   = "Decision-support Systems in Genetic Counseling
             (Open peer commentary on '{I}nformation, Knowledge,
             and Values in Genetic Decision Making' by
             Dr.\  Sue P.\  Stafford)",
  JOURNAL = "Technology Studies",
  VOLUME  =  3,
  NUMBER  =  2,
  PAGES   = "263--267",
  YEAR    =  1996
}

@INPROCEEDINGS{conati97,
  AUTHOR  = "Conati, Cristina and
             Gertner, Abigail S. and
             VanLehn, Kurt and
             Druzdzel, Marek J.",
  TITLE   = "On-line Student Modeling for Coached Problem Solving
             Using {B}ayesian Networks",
  BOOKTITLE="Proceedings of the Sixth International Conference on
             User Modeling (UM--96)",
  PUBLISHER="Springer Verlag",
  ADDRESS = "Vienna, New York",
  YEAR    =  1997,
  PAGES   = "231--242"
}

@INPROCEEDINGS{druzdzel97,
  AUTHOR  = "Druzdzel, Marek J.",
  TITLE   = "An Incompatibility Between Preferential Ordering
             and the Decision-Theoretic Notion of Utility",
  BOOKTITLE="Working notes of the AAAI 1997 Spring Symposium on
             Qualitative Preferences in Deliberation and Practical
             Reasoning",
  ADDRESS = "Stanford, CA",
  MONTH   = "23--25 March",
  YEAR    =  1997,
  PAGES   = "35--40"
}

@ARTICLE{druzdzel97a,
  AUTHOR  = "Druzdzel, Marek J.",
  TITLE   = "Five Useful Properties of Probabilistic Knowledge
             Representations from the Point of View of Intelligent
             Systems",
  JOURNAL = "Fundamenta Informatic\ae,
             Special issue on Knowledge Representation and Machine Learning",
  VOLUME  =  30,
  NUMBER  =  "3/4",
  PAGES   = "241--254",
  MONTH   =  JUN,
  YEAR    =  1997
}

@INPROCEEDINGS{lin97,
  AUTHOR  = "Lin, Yan and
             Druzdzel, Marek J.",
  TITLE   = "Computational Advantages of Relevance Reasoning
             in {B}ayesian Belief Networks",
  BOOKTITLE="Proceedings of the Thirteenth Annual Conference
             on Uncertainty in Artificial Intelligence (UAI--97)",
  PUBLISHER="Morgan Kaufmann Publishers, Inc.",
  ADDRESS = "San Francisco, CA",
  YEAR    =  1997,
  PAGES   = "342--350"
}

@INPROCEEDINGS{onisko97,
  AUTHOR  = "Oni\'{s}ko, Agnieszka and
             Druzdzel, Marek J. and
             Wasyluk, Hanna",
  TITLE   = "Application of {B}ayesian Belief Networks to Diagnosis
             of Liver Disorders",
  BOOKTITLE="Proceedings of the Third Conference on
             Neural Networks and Their Applications",
  ADDRESS = "Kule, Poland",
  MONTH   = "14--18 October",
  YEAR    =  1997,
  PAGES   = "730--736"
}

@INPROCEEDINGS{druzdzel98,
  AUTHOR  = "Druzdzel, Marek J. and
             Lu, Tsai-Ching and
             Leong, Tze-Yun",
  TITLE   = "Interactive Construction of Decision Models Based
             on Causal Mechanisms",
  BOOKTITLE="Working notes of the AAAI 1998 Spring Symposium on
             Interactive and Mixed-Initiative Decision-Theoretic Systems",
  ADDRESS = "Stanford, CA",
  MONTH   = "23--25 March",
  YEAR    =  1998,
  PAGES   = "38--44"
}

@INPROCEEDINGS{vanleijen98,
  AUTHOR  = "van Leijen, Hans and
             Druzdzel, Marek J.",
  TITLE   = "Reversible Causal Mechanisms in {B}ayesian Networks",
  BOOKTITLE="Working notes of the AAAI 1998 Spring Symposium on
             Prospects for a Commonsense Theory of Causation",
  ADDRESS = "Stanford, CA",
  MONTH   = "23--25 March",
  YEAR    =  1998,
  PAGES   = "24--30"
}

@INPROCEEDINGS{lin98,
  AUTHOR  = "Lin, Yan and
             Druzdzel, Marek J.",
  TITLE   = "Relevance-based Sequential Evidence Processing
             in {B}ayesian Networks",
  BOOKTITLE="Proceedings of the Uncertain Reasoning in Artificial
             Intelligence track of the Eleventh International Florida
             Artificial Intelligence Research Symposium (FLAIRS--98)",
  PUBLISHER="AAAI Press/The MIT Press",
  ADDRESS = "Menlo Park, CA",
  PAGES   = "446--450",
  YEAR    =  1998
}

@INPROCEEDINGS{onisko98,
  AUTHOR  = "Oni\'{s}ko, Agnieszka and
             Druzdzel, Marek J. and
             Wasyluk, Hanna",
  TITLE   = "A Probabilistic Causal Model for Diagnosis of Liver Disorders",
  BOOKTITLE="Proceedings of the Seventh International Symposium on
             Intelligent Information Systems (IIS--98)",
  ADDRESS = "Malbork, Poland",
  MONTH   = "June 15--19",
  PAGES   = "379--387",
  YEAR    =  1998
}

@INPROCEEDINGS{onisko98a,
  AUTHOR  = "Oni\'{s}ko, Agnieszka and
             Druzdzel, Marek J. and
             Wasyluk, Hanna",
  TITLE   = "Graphical Probabilistic Models in Diagnosis of Liver Disorders",
  BOOKTITLE="Third International Seminar on Statistics and Clinical Practice
             (45th Seminar of the International Centre of Biocybernetics)",
  ADDRESS = "Warsaw, Poland",
  MONTH   = "June 24--27",
  YEAR    =  1998
}

@INPROCEEDINGS{lin99,
  AUTHOR  = "Lin, Yan and
             Druzdzel, Marek J.",
  TITLE   = "Relevance-based Incremental Belief-updating in {B}ayesian Networks",
  JOURNAL = "International Journal of Pattern Recognition and Artificial Intelligence",
  VOLUME  =  13,
  NUMBER  =  2,
  PAGES   = "285--295",
  YEAR    =  1999
}

@INPROCEEDINGS{lin99a,
  AUTHOR  = "Lin, Yan and
             Druzdzel, Marek J.",
  TITLE   = "Stochastic Sampling and Search in Belief Updating
             Algorithms for Very Large {B}ayesian Networks",
  BOOKTITLE="Working notes of the AAAI--1999 Spring Symposium Series:
             Search Techniques for Problem Solving Under Uncertainty
             and Incomplete Information",
  ADDRESS = "Stanford, CA",
  MONTH   = "22--24 March",
  YEAR    =  1999,
  PAGES   = "77--82"
}

@INPROCEEDINGS{dash99,
  AUTHOR  = "Dash, Denver H. and
             Druzdzel, Marek J.",
  TITLE   = "A Hybrid Anytime Algorithm for the Construction of
             Causal Models from Sparse Data",
  BOOKTITLE="Proceedings of the Fifteenth Annual Conference
             on Uncertainty in Artificial Intelligence (UAI--99)",
  PUBLISHER="Morgan Kaufmann Publishers, Inc.",
  ADDRESS = "San Francisco, CA",
  YEAR    =  1999,
  PAGES   = "142--149"
}

@INPROCEEDINGS{dash99a,
  AUTHOR  = "Dash, Denver H. and
             Druzdzel, Marek J.",
  TITLE   = "A Fundamental Inconsistency Between Equilibrium Causal Discovery
             and Causal Reasoning Formalisms",
  BOOKTITLE="Working Notes of the Workshop on Conditional Independence
             Structures and Graphical Models",
  PUBLISHER="Fields Institute",
  ADDRESS = "Toronto, Canada",
  MONTH   = "27 September -- 1 October",
  YEAR    =  1999,
  PAGES   = "17--18"
}

@INPROCEEDINGS{dash99b,
  AUTHOR  = "Dash, Denver H. and
             Druzdzel, Marek J.",
  TITLE   = "Problems Related to Causal Reasoning in Equilibrium Models",
  BOOKTITLE="Proceedings of the Conference on Theoretical Informatics:
             Methods of Analysis of Incomplete and Distributed Information",
  PUBLISHER="Bia\l ystok University of Technology",
  ADDRESS = "Bia\l ystok, Poland",
  MONTH   = "20--21 November",
  YEAR    =  1999,
  PAGES   = "PAGES"
}

@INPROCEEDINGS{druzdzel99,
  AUTHOR  = "Druzdzel, Marek J. and
             Glymour, Clark",
  TITLE   = "Causal Inferences from Databases: Why Universities Lose Students",
  BOOKTITLE="Computation, Causation, and Discovery",
  CHAPTER =  19,
  PUBLISHER="AAAI Press",
  ADDRESS = "Menlo Park, CA",
  EDITOR  = "Clark Glymour and Gregory F.\  Cooper",
  PAGES   = "521--539",
  YEAR    =  1999
}

@INPROCEEDINGS{druzdzel99a,
  AUTHOR  = "Druzdzel, Marek J.",
  TITLE   = "{SMILE}: Structural Modeling, Inference, and Learning
             Engine and {GeNIe}: A Development Environment for Graphical
             Decision-Theoretic Models",
  BOOKTITLE="Proceedings of the Sixteenth National Conference on Artificial
             Intelligence (AAAI--99)",
  ADDRESS = "Orlando, FL",
  MONTH   = "July 18--22",
  PAGES   = "902--903",
  YEAR    =  1999
}

@INPROCEEDINGS{druzdzel99b,
  AUTHOR  = "Druzdzel, Marek J.",
  TITLE   = "{GeNIe}: A Development Environment for Graphical
             Decision-analytic Models",
  BOOKTITLE="Proceedings of the 1999 Annual Symposium of the
             American Medical Informatics Association (AMIA--1999)",
  ADDRESS = "Washington, D.C.",
  MONTH   = "November 6--10",
  PAGES   =  1206,
  YEAR    =  1999
}

@INPROCEEDINGS{druzdzel99c,
  AUTHOR  = "Druzdzel, Marek J. and
             Oni\'{s}ko, Agnieszka and
             Schwartz, Daniel and
             Dowling, John N. and
             Wasyluk, Hanna",
  TITLE   = "Knowledge Engineering for Very Large Decision-analytic Medical Models",
  BOOKTITLE="Proceedings of the 1999 Annual Meeting of the
             American Medical Informatics Association (AMIA--99)",
  ADDRESS = "Washington, D.C.",
  MONTH   = "November 6--10",
  PAGES   =  1049,
  YEAR    =  1999
}

@INPROCEEDINGS{druzdzel99d,
  AUTHOR  = "Druzdzel, Marek J.",
  TITLE   = "{ESP}: A Mixed Initiative Decision-theoretic
             Decision Modeling System",
  BOOKTITLE="Working Notes of the AAAI--99 Workshop
             on Mixed-initiative Intelligence",
  ADDRESS = "Orlando, FL",
  MONTH   = "18 July",
  PAGES   = "99--106",
  YEAR    =  1999
}

@TECHREPORT{druzdzel99e,
  AUTHOR  = "Druzdzel, Marek J. and
             Oni\'{s}ko, Agnieszka and
             Schwartz, Daniel and
             Dowling, John N. and
             Wasyluk, Hanna",
  TITLE   = "Knowledge Engineering for Very Large Decision-analytic Medical Models",
  INSTITUTION="Center for Biomedical Informatics, University of Pittsburgh",
  TYPE    = "Research Report",
  ADDRESS = "Pittsburgh, PA",
  MONTH   =  SEP,
  NUMBER  = "CBMI--99--26",
  YEAR    =  1989
}

@INPROCEEDINGS{onisko99,
  AUTHOR  = "Oni\'{s}ko, Agnieszka and
             Druzdzel, Marek J. and
             Wasyluk, Hanna",
  TITLE   = "A {B}ayesian Network Model for Diagnosis of Liver Disorders",
  BOOKTITLE="Proceedings of the Eleventh Conference on
             Biocybernetics and Biomedical Engineering",
  ADDRESS = "Warszawa, Poland",
  MONTH   = "December 2--4",
  VOLUME  =  2,
  PAGES   = "842--846",
  YEAR    =  1999
}

@TECHREPORT{onisko99a,
  AUTHOR  = "Oni\'{s}ko, Agnieszka and
             Druzdzel, Marek J. and
             Wasyluk, Hanna",
  TITLE   = "A {B}ayesian Network Model for Diagnosis of Liver Disorders",
  INSTITUTION="Center for Biomedical Informatics, University of Pittsburgh",
  TYPE    = "Research Report",
  ADDRESS = "Pittsburgh, PA",
  MONTH   =  SEP,
  NUMBER  = "CBMI--99--27",
  YEAR    =  1989
}

@INPROCEEDINGS{cheng00,
  AUTHOR  = "Cheng, Jian and
             Druzdzel, Marek J.",
  TITLE   = "Computational Investigation of Low-discrepancy
             Sequences in {B}ayesian Networks",
  BOOKTITLE="Proceedings of the Sixteenth Annual Conference
             on Uncertainty in Artificial Intelligence (UAI--2000)",
  PUBLISHER="Morgan Kaufmann Publishers, Inc.",
  ADDRESS = "San Francisco, CA",
  YEAR    =  2000,
  PAGES   = "72--81"
}

@INPROCEEDINGS{cheng00a,
  AUTHOR  = "Cheng, Jian and
             Druzdzel, Marek J.",
  TITLE   = "{L}atin Hypercube Sampling in {B}ayesian Networks",
  BOOKTITLE="Proceedings of the 13th International Florida Artificial
             Intelligence Research Symposium Conference (FLAIRS--2000)",
  PUBLISHER="AAAI Press/The MIT Press",
  ADDRESS = "Menlo Park, CA",
  PAGES   = "287--292",
  MONTH   =  MAY,
  YEAR    =  2000
}

@INPROCEEDINGS{wang00,
  AUTHOR  = "Wang, Haiqin and
             Druzdzel, Marek J.",
  TITLE   = "User Interface Tools for Navigation in Conditional
             Probability Tables and Elicitation of Probabilities
             in {B}ayesian Networks",
  BOOKTITLE="Proceedings of the Sixteenth Annual Conference
             on Uncertainty in Artificial Intelligence (UAI--2000)",
  PUBLISHER="Morgan Kaufmann Publishers, Inc.",
  ADDRESS = "San Francisco, CA",
  YEAR    =  2000,
  PAGES   = "617--625"
}

@INPROCEEDINGS{lu00,
  AUTHOR  = "Lu, Tsai-Ching and
             Druzdzel, Marek J. and
             Leong, Tze-Yun",
  TITLE   = "Causal Mechanism-based Model Construction",
  BOOKTITLE="Proceedings of the Sixteenth Annual Conference
             on Uncertainty in Artificial Intelligence (UAI--2000)",
  PUBLISHER="Morgan Kaufmann Publishers, Inc.",
  ADDRESS = "San Francisco, CA",
  YEAR    =  2000,
  PAGES   = "353--362"
}

@INPROCEEDINGS{onisko00,
  AUTHOR  = "Oni\'{s}ko, Agnieszka and
             Druzdzel, Marek J. and
             Wasyluk, Hanna",
  TITLE   = "Extension of the {H}epar~{II} Model to Multiple-Disorder Diagnosis",
  BOOKTITLE="Intelligent Information Systems,
             {\em Advances in Soft Computing} Series",
  PUBLISHER="Physica-Verlag (A Springer-Verlag Company)",
  ADDRESS = "Heidelberg",
  EDITOR  = "M.\  K\/{l}opotek, M.\  Michalewicz, S.T.\  Wierzcho\'{n}",
  PAGES   = "303--313",
  YEAR    =  2000
}

@INPROCEEDINGS{onisko00a,
  AUTHOR  = "Oni\'{s}ko, Agnieszka and
             Druzdzel, Marek J. and
             Wasyluk, Hanna",
  TITLE   = "Learning {B}ayesian Network Parameters from Small Data
             Sets: Application of {N}oisy-{OR} Gates",
  BOOKTITLE="Working notes on the European Conference on Artificial
             Intelligence (ECAI) Workshop {\em Bayesian and Causal Networks:
             From Inference to Data Mining}",
  ADDRESS = "Berlin, Germany",
  MONTH   = "August 22",
  YEAR    =  2000
}

@ARTICLE{cheng00c,
  AUTHOR  = "Cheng, Jian and
             Druzdzel, Marek J.",
  TITLE   = "{BN-AIS}: An Adaptive Importance Sampling Algorithm for
             Evidential Reasoning in Large {B}ayesian Networks",
  JOURNAL = "Journal of Artificial Intelligence Research",
  VOLUME  =  13,
  YEAR    =  2000,
  PAGES   = "155--188"
}

@INCOLLECTION{druzdzel00,
  AUTHOR  = "Druzdzel, Marek J. and
             Roger R. Flynn",
  TITLE   = "Decision Support Systems",
  BOOKTITLE="Encyclopedia of Library and Information Science",
  VOLUME   = 67,
  NUMBER   = 30,
  PUBLISHER="Marcel Dekker, Inc.",
  ADDRESS = "New York, NY",
  EDITOR  = "Allen Kent",
  YEAR    =  2000,
  PAGES   = "120--133"
}

@INPROCEEDINGS{druzdzel00a,
  AUTHOR  = "Druzdzel, Marek J. and
             D\'{\i}ez, F. Javier",
  TITLE   = "Criteria for Combining Knowledge from Different
             Sources in Probabilistic Models",
  BOOKTITLE="Working Notes of the workshop on
             {\em Fusion of Domain Knowledge with Data for Decision Support},
             Sixteenth Annual Conference on Uncertainty in Artificial
             Intelligence (UAI--2000)",
  ADDRESS = "Stanford, CA",
  MONTH   = "30 June",
  YEAR    =  2000,
  PAGES   = "23--29"
}

@ARTICLE{druzdzel00b,
  AUTHOR  = "Druzdzel, Marek J. and
             {van der Gaag}, Linda C.",
  TITLE   = "Building Probabilistic Networks: ``Where Do the Numbers Come From?''
             Guest Editors' Introduction",
  JOURNAL = "IEEE Transactions on Knowledge and Data Engineering",
  VOLUME  =  12,
  NUMBER  =  4,
  YEAR    =  2000,
  PAGES   = "481--486"
}

@ARTICLE{druzdzel00c,
  AUTHOR  = "Druzdzel, Marek J. and
             van Leijen, Hans",
  TITLE   = "Causal reversibility in {B}ayesian networks.",
  JOURNAL = "Journal of Experimental and Theoretical Artificial Intelligence",
  NOTE    = "To appear",
  YEAR    = "2000",
  KEYWORDS= {}
}

@MISC{druzdzel00d,
  AUTHOR  = "Druzdzel, Marek J. and
             Simon, Herbert A.",
  TITLE   = "The Role of Assumptions in Causal Discovery",
  HOWPUBLISHED="In preparation",
  YEAR    =  1997
}

@MISC{druzdzel00e,
  AUTHOR  = "Druzdzel, Marek J. and
             Simon, Herbert A.",
  TITLE   = "Causal Ordering and Causal Discovery",
  HOWPUBLISHED="In preparation",
  YEAR    =  1997
}

@MISC{simon00,
  AUTHOR  = "Simon, Herbert A. and
             Kalagnanam, Jayant R. and
             Druzdzel, Marek J.",
  TITLE   = "Performance Budget Planning: The Case of a Research University",
  HOWPUBLISHED="In preparation",
  YEAR    =  2000
}

@MISC{wang00,
  AUTHOR  = "Wang, Haiqin and
             Dash, Denver and
             Druzdzel, Marek J.",
  TITLE   = "Datamining Expert Beliefs: A Method for Evaluating
             {B}ayesian Network Elicitation Schemes",
  HOWPUBLISHED="Under review",
  YEAR    =  2000
}

@MISC{diez00,
  AUTHOR  = "D\'{\i}ez, F. Javier and
             Druzdzel, Marek J.",
  TITLE   = "Canonical Probabilistic Models for Knowledge Engineering",
  HOWPUBLISHED = "Forthcoming",
  YEAR    =  2000
}