@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",
  PAGES   = "133--141",
  YEAR    =  1990
}

@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",
  PAGES   = "17--32",
  YEAR    =  1991
}

@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,
  PAGES   = "225--227",
  YEAR    =  1990
}

@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",
  LOCATION= "Chia Laguna, Sardinia, Italy",
  PAGES   = "231--242",
  MONTH   = "2--5 June",
  YEAR    =  1997
}

@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)",
  EDITOR  = "Cook, Diane",
  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{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",
  PAGES   = "142--149",
  YEAR    =  1999
}

@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) and the eleventh Innovative
             Applications of Artificial Intelligence Conference (IAAI-99)",
  PUBLISHER="AAAI Press/The MIT Press",
  ISBN    = "0--262--51106--1",
  ADDRESS = "Menlo Park, CA",
  LOCATION= "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{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{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",
  PAGES   = "72--81",
  YEAR    =  2000
}

@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",
  EDITOR  = "Etheredge, Jim \& Manaris, Bill",
  PAGES   = "287--292",
  MONTH   =  MAY,
  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,
  NUMBER  = "NUMBER",
  PAGES   = "155--188",
  YEAR    =  2000
}

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

@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
             Fusion of Domain Knowledge with Data for Decision Support,
             Sixteenth Annual Conference on Uncertainty in Artificial
             Intelligence (UAI--2000)",
  LOCATION= "Stanford, CA",
  MONTH   = "30 June",
  PAGES   = "23--29",
  YEAR    =  2000
}

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

@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",
  PAGES   = "353--362",
  YEAR    =  2000
}

@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   = "K\/{l}opotek, M. and Michalewicz, M. and Wierzcho\'{n}, S.T.",
  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 Bayesian and Causal Networks:
              From Inference to Data Mining",
  LOCATION = "Berlin, Germany",
  MONTH    = "August 22",
  YEAR     =  2000
}

@INPROCEEDINGS{umar00,
  AUTHOR   = "Umar, Hikmet and
              Druzdzel, Marek J. and
              Brass, Stefan",
  TITLE    = "A {B}ayesian Approach to a Dental Clinical Advisory System
              with {EER} Prosthodontic Knowledge Representation",
  BOOKTITLE= "Computer Assisted Radiology and Surgery:
              Proceedings of the 14th International Congress
              and Exhibition (CARS--2000)",
  PUBLISHER= "Elsevier Science B.V.",
  EDITOR   = "Lemke, H.U. and Vannier, M.V. and Inamura, K. and
              Farman, A.G. and Doi, K.",
  ISSN     = "0531--5131",
  ADDRESS  = "Amsterdam, The Netherlands",
  PAGES    = "835--840",
  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",
  PAGES   = "617--625",
  YEAR    =  2000
}

@INPROCEEDINGS{cheng01,
  AUTHOR   = "Cheng, Jian and
              Druzdzel, Marek J.",
  TITLE    = "Confidence Inference in {B}ayesian Networks",
  BOOKTITLE= "Proceedings of the Seventeenth Annual Conference
              on Uncertainty in Artificial Intelligence (UAI--2001)",
  PUBLISHER= "Morgan Kaufmann Publishers, Inc.",
  ADDRESS  = "San Francisco, CA",
  PAGES    = "75--82",
  YEAR     =  2001
}

@INPROCEEDINGS{dash01,
  AUTHOR   = "Dash, Denver H. and
              Druzdzel, Marek J.",
  TITLE    = "Caveats for causal reasoning with equilibrium models",
  BOOKTITLE= "Proceedings of the Sixth European Conference on
              Symbolic and Quantitative Approaches to Reasoning
              with Uncertainty (ECSQARU--2001);
              Springer Lecture Notes in Computer Science;
              Lecture Notes in Artificial Intelligence, LNAI 2143",
  EDITOR   = "Benferhat, S. and Besnard, P.",
  PUBLISHER= "Springer-Verlag",
  ADDRESS  = "Berlin, Heidelberg, Germany",
  PAGES    = "192--203",
  YEAR     =  2001
}

@INPROCEEDINGS{diez01,
  AUTHOR   = "D\'{\i}ez, F. Javier and
              Druzdzel, Marek J.",
  TITLE    = "Fundamentals of Canonical Models",
  BOOKTITLE= "Proceedings of the IX Conferencia de la Asociaci\'{o}n
              Espa\~{n}ola para la Inteligencia Artificial (CAEPIA--TTIA 2001)",
  ADDRESS  = "Gij\'{o}n, Spain",
  PAGES    = "1125--1134",
  YEAR     =  2001
}

@ARTICLE{druzdzel01,
  AUTHOR   = "Druzdzel, Marek J. and
              van Leijen, Hans",
  TITLE    = "Causal reversibility in {B}ayesian networks.",
  JOURNAL  = "Journal of Experimental and Theoretical Artificial Intelligence",
  VOLUME   =  13,
  NUMBER   =  1,
  PAGES    = "45--62",
  MONTH    =  JAN,
  YEAR     =  2001
}

@INPROCEEDINGS{lu01,
  AUTHOR   = "Lu, Tsai-Ching and
              Druzdzel, Marek J.",
  TITLE    = "Supporting changes in structure in causal model construction",
  BOOKTITLE= "Proceedings of the Sixth European Conference on
              Symbolic and Quantitative Approaches to Reasoning
              with Uncertainty (ECSQARU--2001);
              Springer Lecture Notes in Computer Science;
              Lecture Notes in Artificial Intelligence, LNAI 2143",
  EDITOR   = "Benferhat, S. and Besnard, P.",
  PUBLISHER= "Springer-Verlag",
  ADDRESS  = "Berlin, Heidelberg, Germany",
  PAGES    = "204--215",
  YEAR     =  2001
}

@ARTICLE{onisko01,
  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",
  JOURNAL = "International Journal of Approximate Reasoning",
  VOLUME  =  27,
  NUMBER  =  2,
  PAGES   = "165-182",
  YEAR    =  2001
}

@INPROCEEDINGS{onisko01a,
  AUTHOR   = "Oni\'{s}ko, Agnieszka and
              Lucas, Peter and
              Druzdzel, Marek J.",
  TITLE    = "Comparison of Rule-based and {B}ayesian Network Approaches
              in Medical Diagnostic Systems",
  BOOKTITLE= "Artificial Intelligence in Medicine,
              {\em Lecture Notes in Computer Science} Subseries, {LNAI} 2101",
  PUBLISHER= "Springer-Verlag",
  ADDRESS  = "Berlin Heidelberg",
  EDITOR   = "Quaglini, S. and Barahona, P. and Andreassen, S.",
  PAGES    = "281--292",
  YEAR     =  2001
}

@INPROCEEDINGS{onisko01b,
  AUTHOR   = "Oni\'{s}ko, Agnieszka and
              Bobrowski, Leon and
              Druzdzel, Marek J. and
              Wasyluk, Hanna",
  TITLE    = "{HEPAR} i {HEPAR~II} --- komputerowe systemy wspomagajace
              diagnozowanie chor\'{o}b w\,atroby
              ({HEPAR} and {HEPAR~II} --- computer systems supporting
              diagnosis of liver disorders)",
  BOOKTITLE= "Proceedings of the Twelth Conference on
              Biocybernetics and Biomedical Engineering",
  ADDRESS  = "Warszawa, Poland",
  MONTH    = "November 28--30",
  VOLUME   =  2,
  PAGES    = "625--629",
  YEAR     =  2001
}

@ARTICLE{wagner01,
  AUTHOR   = "Wagner, Michael M. and
              Tsui, Fu-Chiang and
              Espino, Jeremy U. and
              Dato, Virginia M. and
              Sittig, Dean F. and
              Caruana, Richard A. and
              McGinnis, Laura F. and
              Deerfield, David W. and
              Druzdzel, Marek J. and
              Fridsma, Douglas B.",
  TITLE    = "The emerging science of very early detection
              of disease outbreaks",
  JOURNAL  = "Journal of Public Health Management Practice",
  VOLUME   =  7,
  NUMBER   =  6,
  PAGES    = "51--59",
  MONTH    =  NOV,
  YEAR     =  2001
}

@INPROCEEDINGS{wang01,
  AUTHOR   = "Wang, Haiqin and
              Dash, Denver H. and
              Druzdzel, Marek J.",
  TITLE    = "A Method for Evaluating Elicitation Schemes for Probabilities",
  BOOKTITLE= "Proceedings of the Fourteenth International Florida Artificial
              Intelligence Research Society Conference (FLAIRS--2001)",
  EDITOR   = "Russell, Ingrid and Kolen, John",
  PUBLISHER= "AAAI Press",
  ADDRESS  = "Menlo Park, CA",
  PAGES    = "607--612",
  YEAR     =  2001
}

@ARTICLE{wasyluk01,
  AUTHOR   = "Wasyluk, Hanna and
              Oni\'{s}ko, Agnieszka and
              Druzdzel, Marek J.",
  TITLE    = "Support of Diagnosis of Liver Disorders based on a Causal
              {B}ayesian Network Model",
  JOURNAL  = "Medical Science Monitor",
  VOLUME   =  7,
  NUMBER   = "Suppl.~1",
  MONTH    =  MAY,
  PAGES    = "327--332",
  YEAR     =  2001
}

@INCOLLECTION{lu02,
  AUTHOR   = "Lu, Tsai-Ching and
              Druzdzel, Marek J.",
  TITLE    = "Causal Models, Value of Intervention, and Search for Opportunities",
  BOOKTITLE= "Advances in Bayesian Networks: Studies in Fuzziness and Soft Computing",
  VOLUME   = 146,
  NUMBER   = 30,
  PUBLISHER= "Springer Verlag",
  ADDRESS  = "Berlin",
  ISBN     = "3--540--20876--3",
  EDITOR   = "G\'amez, Jos? A. and Moral, Serafin and Salmer\'on, Antonio",
  PAGES    = "121--135",
  YEAR     =  2002
}

@INPROCEEDINGS{lu02a,
  AUTHOR   = "Lu, Tsai-Ching and
              Druzdzel, Marek J.",
  TITLE    = "Causal models, value of intervention, and search for opportunities",
  BOOKTITLE= "Proceedings of the First European Workshop on
              Probabilistic Graphical Models (PGM--02)",
  ADDRESS  = "Cuenca, Spain",
  MONTH    = "November 6--8",
  PAGES    = "108--116",
  YEAR     =  2002
}

@INPROCEEDINGS{onisko02,
  AUTHOR   = "Oni\'{s}ko, Agnieszka and
              Druzdzel, Marek J. and
              Wasyluk, Hanna",
  TITLE    = "An experimental comparison of methods for handling incomplete
              data in learning parameters of {B}ayesian networks",
  BOOKTITLE= "Intelligent Information Systems,
              {\em Advances in Soft Computing} Series",
  PUBLISHER= "Physica-Verlag (A Springer-Verlag Company)",
  ADDRESS  = "Heidelberg",
  EDITOR   = "K\l{opotek}, M. and Michalewicz, M. and Wierzcho\'{n}, S.T.",
  PAGES    = "351--360",
  YEAR     =  2002
}

@INPROCEEDINGS{onisko02a,
  AUTHOR   = "Oni\'{s}ko, Agnieszka and
              Druzdzel, Marek J. and
              Wasyluk, Hanna",
  TITLE    = "Learning {B}ayesian network parameters from data
              using {N}oisy-{OR} gates",
  BOOKTITLE= "Badania operacyjne i systemowe wobec wyzwa\'n XXI wieku.
              {Problemy wsp\'o\l czesnej nauki. Teoria i zastosowania} series",
  PUBLISHER= "Akademicka Oficyna Wydawnicza EXIT",
  ADDRESS  = "Warszawa, Poland",
  EDITOR   = "Zdzislaw Bubnicki, Olgierd Hryniewicz, Roman Kulikowski",
  NOTE     = "IV:19--26",
  YEAR     =  2002
}

@ARTICLE{wang02,
  AUTHOR   = "Wang, Haiqin and
              Dash, Denver and
              Druzdzel, Marek J.",
  TITLE    = "A Method for Evaluating {B}ayesian Network Elicitation Schemes",
  JOURNAL  = "IEEE Transactions on Systems, Man, and Cybernetics,
              Part~B: Cybernetics",
  VOLUME   =  32,
  NUMBER   =  1,
  MONTH    =  FEB,
  PAGES    = "38--43",
  YEAR     =  2002
}

@INPROCEEDINGS{wasyluk02,
  AUTHOR   = "Wasyluk, Hanna and
              Oni\'{s}ko, Agnieszka and
              Druzdzel, Marek J",
  TITLE    = "Application of a computer-based diagnostic tool to training
              general practitioners",
  BOOKTITLE= "Proceedings of the Fifth International Seminar on
              Statistics and Clinical Practice
              (68th Seminar of the International Centre of Biocybernetics)",
  ADDRESS  = "Warsaw, Poland",
  MONTH    = "June 3--5",
  YEAR     =  2002
}

@inproceedings{dash03,
  AUTHOR    = "Dash, Denver and
               Druzdzel, Marek J.",
  TITLE     = "Robust Independence Testing for Constraint-Based Learning
               of Causal Structure",
  BOOKTITLE = "Proceedings of the Nineteenth Annual Conference on Uncertainty
               in Artificial Intelligence (UAI--03)",
  PUBLISHER = "Morgan Kaufmann Publishers",
  ADDRESS   = "San Francisco, CA",
  PAGES     = "167--174",
  CROSSREF  = {DBLP:conf/uai/2003},
  BIBSOURCE = {DBLP, http://dblp.uni-trier.de},
  YEAR      =  2003
}

@INPROCEEDINGS{diez03,
  AUTHOR   = "D\'{\i}ez, F. Javier and
              Druzdzel, Marek J. and
              Hern\'an, Miguel A.",
  TITLE    = "Causal diagrams to represent biases in the evaluation
              of diagnostic procedures",
  BOOKTITLE= "Proceedings of the 36th Annual Meeting of the
              Society for Epidemiologic Research (SER--03)",
  ADDRESS  = "Atlanta, GA",
  PAGES    = "PAGES",
  YEAR     =  2003
}

@ARTICLE{diez03a,
  AUTHOR   = "D\'{\i}ez, F. Javier and
              Druzdzel, Marek J. and
              Hern\'an, Miguel A.",
  TITLE    = "Causal diagrams to represent biases in the evaluation
              of diagnostic procedures",
  JOURNAL  = "American Journal of Epidemiology (BIOSIS Previews)",
  VOLUME   =  157,
  NUMBER   =  11,
  ISSN     = "0002--9262",
  MONTH    =  JUN,
  PAGES    = "S30",
  YEAR     =  2003,
}

@INCOLLECTION{diez03b,
  AUTHOR   = "D\'{\i}ez, F. Javier and
              Druzdzel, Marek J.",
  TITLE    = "Reasoning Under Uncertainty",
  BOOKTITLE= "Encyclopedia of Cognitive Science",
  PUBLISHER= "Nature Publishing Group",
  ADDRESS  = "London",
  EDITOR   = "Nadel, L.",
  PAGES    = "880--886",
  YEAR     =  2003
}

@ARTICLE{druzdzel03,
  AUTHOR   = "Druzdzel, Marek J. and
              D\'{\i}ez, F. Javier",
  TITLE    = "Combining Knowledge from Different
              Sources in Causal Probabilistic Models",
  JOURNAL  = "Journal of Machine Learning Research",
  VOLUME   =  4,
  PAGES    = "295--316",
  MONTH    =  JUL,
  YEAR     =  2003
}

@INPROCEEDINGS{garcia03,
  AUTHOR   = "Garcia-Sanchez, Daniel and
              Druzdzel, Marek J.",
  TITLE    = "An efficient sampling algorithm for influence diagrams",
  BOOKTITLE= "Proceedings of the Second European Workshop on
              Probabilistic Graphical Models (PGM--04)",
  ADDRESS  = "Leiden, The Netherlands",
  MONTH    =  OCT,
  EDITOR   = "Lucas, Peter",
  PAGES    = "97--104",
  YEAR     =  2004
}

@INPROCEEDINGS{onisko03,
  AUTHOR   = "Oni\'{s}ko, Agnieszka and
              Druzdzel, Marek J.",
  TITLE    = "Effect of Imprecision in Probabilities on {B}ayesian Network
              Models: An Empirical Study",
  BOOKTITLE= "Working Notes of the European Conference on Artificial
              Intelligence in Medicine (AIME--03) Workshop on Qualitative and
              Model-based Reasoning in Biomedicine",
  LOCATION = "Protaras, Cyprus",
  MONTH    = "October 19",
  PAGES    = "45--49",
  YEAR     =  2003
}

@INPROCEEDINGS{yuan03,
  AUTHOR   = "Yuan, Changhe and
              Druzdzel, Marek J.",
  TITLE    = "An Importance Sampling Algorithm Based on Evidence Pre-propagation",
  BOOKTITLE= "Proceedings of the 19th Annual Conference on
              Uncertainty in Artificial Intelligence (UAI--03)",
  PUBLISHER= "Morgan Kaufmann Publishers",
  ADDRESS  = "San Francisco, CA",
  PAGES    = "624--631",
  YEAR     =  2003
}

@INPROCEEDINGS{yuan04b,
  AUTHOR   = "Yuan, Changhe and
              Lu, Tsai-Ching and
              Druzdzel, Marek J.",
  TITLE    = "Annealed {MAP}",
  BOOKTITLE= "Proceedings of the Twentieth Annual Conference on
              Uncertainty in Artificial Intelligence (UAI--04)",
  PUBLISHER="AUAI Press",
  ADDRESS  = "San Francisco, CA",
  LOCATION = "Arlington, Virginia",
  PAGES    = "628--635",
  YEAR     =  2004
}

@INPROCEEDINGS{yuan04,
  AUTHOR   = "Yuan, Changhe and
              Druzdzel, Marek J.",
  TITLE    = "A Comparison of the Effectiveness of Two Heuristics
              for Importance Sampling",
  BOOKTITLE= "Proceedings of the Second European Workshop on
              Probabilistic Graphical Models (PGM--04)",
  ADDRESS  = "Leiden, The Netherlands",
  MONTH    =  OCT,
  EDITOR   = "Lucas, Peter",
  PAGES    = "225--232",
  YEAR     =  2004
}

@INPROCEEDINGS{zagorecki04,
  AUTHOR   = "Zagorecki, Adam and
              Druzdzel, Marek J.",
  TITLE    = "An Empirical Study of Probability Elicitation Under
              {N}oisy-{OR} Assumption",
  BOOKTITLE= "Proceedings of the Seventeenth International Florida Artificial
              Intelligence Research Society Conference (FLAIRS--2004)",
  LOCATION = "Miami Beach, FL, USA",
  EDITOR   = "Barr, Valerie and
              Markov, Zdravko",
  PUBLISHER= "AAAI Press",
  ADDRESS  = "Menlo Park, CA",
  PAGES    = "880--885",
  YEAR     =  2004
}

@ARTICLE{anderson05,
  AUTHOR   = "Anderson, Michael L. and
              Barkovsky, Thomas and
              Berry, Pauline and
              Blank, Douglas and
              Chklovski, Timothy and
              Domingos, Pedro and
              Druzdzel, Marek J. and
              Freksa, Christian and
              Gersh, John and
              Hegarty, Mary and
              Leong, Tze-Yun and
              Lieberman, Henry and
              Lowe, Ric and
              Luperfoy, Susann and
              Mihalcea, Rada and
              Meeden, Lisa  and
              Miller, David P. and
              Oates, Tim and
              Popp, Robert and
              Shapiro, Daniel and
              Schurr, Nathan and
              Singh Push and
              Yen, John",
  TITLE    = "Reports on the 2005 {AAAI} {S}pring {S}ymposium {S}eries",
  JOURNAL  = "AI Magazine",
  VOLUME   =  26,
  NUMBER   =  2,
  MONTH    = "Summer",
  PAGES    = "87--92",
  YEAR     =  2005
}

@ARTICLE{druzdzel05,
  AUTHOR   = "Druzdzel, Marek J.",
  TITLE    = "Intelligent Decision Support Systems Based on {SMILE}",
  JOURNAL  = "Software 2.0",
  VOLUME   =  2,
  MONTH    =  FEB,
  PAGES    = "12--33",
  YEAR     =  2005
}

@TECHREPORT{druzdzel05a,
  EDITOR   = "Druzdzel, Marek J. and
              Leong, Tze-Yun",
  TITLE    = "Challenges to Decision Support in a Changing World,
              Papers from 2005 AAAI Spring Symposium",
  PUBLISHER= "AAAI Press",
  TYPE     = "AAAI Technical Report",
  ADDRESS  = "Menlo Park, CA",
  ISBN     = "1--57735--228--9",
  PAGES    = "136 pp.",
  MONTH    =  MAR,
  NUMBER   = "SS--05--02",
  YEAR     =  2005
}

@INPROCEEDINGS{kraaijeveld05,
  AUTHOR   = "Kraaijeveld, Pieter and
              Druzdzel, Marek J.",
  TITLE    = "{\em GeNIeRate}: An interactive generator of diagnostic
              {B}ayesian network models",
  BOOKTITLE= "Working Notes of the 16th International Workshop on Principles
              of Diagnosis (DX--05)",
  ADDRESS  = "Monterey, CA",
  PAGES    = "175--180",
  MONTH    = "June 1--3",
  YEAR     =  2005
}

@INPROCEEDINGS{lu05,
  AUTHOR   = "Lu, Tsai-Ching and
              Druzdzel, Marek J.",
  TITLE    = "Mechanism-based causal models for adaptive decision support",
  BOOKTITLE= "Challenges to Decision Support in a Changing World,
              Papers from the 2005 AAAI Spring Symposium",
  EDITOR   = "Druzdzel, Marek J. and Leong, Tze-Yun",
  PUBLISHER= "AAAI Press",
  ADDRESS  = "Menlo Park, CA",
  PAGES    = "73--79",
  NUMBER   = "SS--05--02",
  MONTH    =  MAR,
  YEAR     =  2005
}

@INPROCEEDINGS{yuan05b,
  AUTHOR   = "Yuan, Changhe and
              Druzdzel, Marek J.",
  TITLE    = "How Heavy Should the Tails Be?",
  BOOKTITLE= "Proceedings of the Eighteenth International FLAIRS
              Conference (FLAIRS--05)",
  PUBLISHER= "AAAI Press/The MIT Press",
  ADDRESS  = "Menlo Park, CA",
  EDITOR   = "Russell, Ingrid and Markov, Zdravko",
  PAGES    = "799--804",
  YEAR     =  2005
}

@INPROCEEDINGS{yuan05,
  AUTHOR   = "Yuan, Changhe and
              Druzdzel, Marek J.",
  TITLE    = "Importance Sampling in {B}ayesian Networks:
              An Influence-Based Approximation Strategy for Importance Functions",
  BOOKTITLE= "Proceedings of the 21st Annual Conference on Uncertainty
              in Artificial Intelligence (UAI--05)",
  PUBLISHER= "AUAI Press",
  ADDRESS  = "Corvallis, OR",
  PAGES    = "650--657",
  YEAR     =  2005
}

@TECHREPORT{diez06,
  AUTHOR   = "D\'{\i}ez, F. Javier and
              Druzdzel, Marek J.",
  TITLE    = "Canonical Probabilistic Models for Knowledge Engineering",
  HOWPUBLISHED="CISIAD-06-01",
  INSTITUTION= "UNED",
  ADDRESS  = "Madrid, Spain",
  YEAR     =  2006
}

@INPROCEEDINGS{sun06,
  AUTHOR   = "Sun, Xiaoxun and
              Druzdzel, Marek J. and
              Yuan, Changhe",
  TITLE    = "Dynamic Weighting $A^*$ Search-based {MAP} Algorithm
              for {B}ayesian Networks",
  BOOKTITLE= "Proceedings of the Third European Workshop on
              Probabilistic Graphical Models (PGM--06)",
  EDITOR   = "Studen\'y, Milan and Vomlel, Ji\^r\'i",
  PUBLISHER= "Action M Agency",
  ADDRESS  = "Prague, Czech Republic",
  PAGES    = "279--286",
  YEAR     =  2006
}

@ARTICLE{yuan06,
  AUTHOR   = "Yuan, Changhe and
              Druzdzel, Marek J.",
  TITLE    = "Importance Sampling Algorithms for {B}ayesian Networks:
              Principles and Performance",
  JOURNAL  = "Mathematical and Computer Modelling",
  VOLUME   =  43,
  NUMBER   = "9--10",
  PAGES    = "1189--1207",
  MONTH    =  MAY,
  YEAR     =  2006
}

@INPROCEEDINGS{yuan06b,
  AUTHOR   = "Yuan, Changhe and
              Druzdzel, Marek J.",
  TITLE    = "Hybrid Loopy Belief Propagation",
  BOOKTITLE= "Proceedings of the Third European Workshop on
              Probabilistic Graphical Models (PGM--06)",
  EDITOR   = "Studen\'y, Milan and Vomlel, Ji\^r\'i",
  PUBLISHER= "Action M Agency",
  ADDRESS  = "Prague, Czech Republic",
  PAGES    = "317--324",
  YEAR     =  2006
}

@INPROCEEDINGS{zagorecki06,
  AUTHOR   = "Zagorecki, Adam and
              Druzdzel, Marek J.",
  TITLE    = "Knowledge Engineering for {B}ayesian Networks:
              How Common Are {N}oisy-{MAX} Distributions in Practice?",
  BOOKTITLE= "Proceedings of the Seventeenth European Conference on
              Artificial Intelligence (ECAI--06)",
  EDITOR   = "Brewka, G. and Coradeschi, S. and
              Perini, A. and Traverso, P.",
  PUBLISHER= "IOS Press",
  ADDRESS  = "Amsterdam, The Netherlands",
  PAGES    = "482--489",
  YEAR     =  2006
}

@INPROCEEDINGS{zagorecki06a,
  AUTHOR   = "Zagorecki, Adam and
              Druzdzel, Marek J.",
  TITLE    = "Probabilistic Independence of Causal Influences",
  BOOKTITLE= "Proceedings of the Third European Workshop on
              Probabilistic Graphical Models (PGM--06)",
  EDITOR   = "Studen\'y, Milan and Vomlel, Ji\^r\'i",
  PUBLISHER= "Action M Agency",
  ADDRESS  = "Prague, Czech Republic",
  PAGES    = "325--332",
  YEAR     =  2006
}

@INPROCEEDINGS{zagorecki06b,
  AUTHOR   = "Zagorecki, Adam and
              Voortman, Mark and
              Druzdzel, Marek J.",
  TITLE    = "Decomposing local probability distributions in {B}ayesian
              networks for improved inference and parameter learning",
  BOOKTITLE= "Recent Advances in Artificial Intelligence:
              Proceedings of the Nineteenth International Florida
              Artificial Intelligence Research Society Conference
              (FLAIRS--2006)",
  PUBLISHER= "AAAI Press",
  ADDRESS  = "Menlo Park, CA",
  EDITOR   = "Sutcliffe, Geoff and Goebel, Randy",
  PAGES    = "860--865",
  YEAR     =  2006
}

@INPROCEEDINGS{dejongh07,
  AUTHOR   = "de~Jongh, Martinus and
              Druzdzel, Marek J. and
              Rothkrantz, L{\'e}on",
  TITLE    = "Implementing and Improving a Method for Non-Invasive
              Elicitation of Probabilities for {B}ayesian Networks",
  BOOKTITLE= "PProceedings of the 2007 International Conference on Computer
               Systems and Technologies (CompSysTech'07)",
  DATE     = "14--15 June",
  ADDRESS  = "Rousse, Bulgaria",
  PAGES    = "VI.18.1--VI.18.7",
  ISBN     = "978-954-9641-50-9",
  URL      = "http://ecet.ecs.ru.acad.bg/cst07/",
  YEAR     =  2007
}

@INCOLLECTION{garcia07,
  AUTHOR   = "Garcia-Sanchez, Daniel and
              Druzdzel, Marek J.",
  TITLE    = "An efficient sampling algorithm for influence diagrams",
  BOOKTITLE= "Advances in Probabilistic Graphical Models,
              Studies in Fuzziness and Soft Computing Series",
  PUBLISHER= "Springer",
  ADDRESS  = "ADDRESS",
  EDITOR   = "EDITOR",
  VOLUME   =  213,
  PAGES    = "255-273",
  YEAR     =  2007
}

@INPROCEEDINGS{lupinska07,
  AUTHOR   = "\L upi\'nska-Dubicka, Anna and
              Druzdzel, Marek J.",
  TITLE    = "Temporal Aspects of {N}etflix Data",
  BOOKTITLE= "Working notes of the 14th International PTSK
              (Polskie Towarzystwo Symulacji Komputerowej) Workshop",
  LOCATION = "Krynica Zdr\'oj, Poland",
  MONTH    = "26--29 September",
  PAGES    = "237--244",
  YEAR     =  2007
}

@INPROCEEDINGS{sun07,
  AUTHOR   = "Sun, Xiaoxun and
              Druzdzel, Marek J. and
              Yuan, Changhe",
  TITLE    = "Dynamic Weighting ${A}^*$ Search-based {MAP}
              Algorithm for {B}ayesian Networks",
  BOOKTITLE= "Proceedings of the Twentieth International
              Joint Conference on Artificial Intelligence (IJCAI--07)",
  ADDRESS   = "Hyderabad, India",
  PAGES     ="2385--2390",
  BIBSOURCE ="DBLP, http://dblp.uni-trier.de",
  CROSSREF  ="DBLP:conf/ijcai/2007",
  EE        ="http://www.ijcai.org/papers07/Papers/IJCAI07-384.pdf",
  PAGES    = "2385--2390",
  YEAR     =  2007
}

@ARTICLE{yuan07,
  AUTHOR   = "Yuan, Changhe and
              Druzdzel, Marek J.",
  TITLE    = "Theoretical Analysis and Practical Insights Into
              Importance Sampling for {B}ayesian Networks",
  JOURNAL  = "International Journal of Approximate Reasoning",
  VOLUME   =  46,
  NUMBER   =  2,
  MONTH    =  OCT,
  PAGES    = "320--333",
  YEAR     =  2007
}

@INPROCEEDINGS{yuan07a,
  AUTHOR   = "Yuan, Changhe and
              Druzdzel, Marek J.",
  TITLE    = "Improving Importance Sampling by Adaptive
              Split-Rejection Control in {B}ayesian Networks",
  BOOKTITLE= "Proceedings of The 20th Canadian
              Conference on Artificial Intelligence",
  LOCATION = "Montreal, Qu\'e bec, Canada",
  DATE     = "28--30 May",
  PAGES    = "332--343",
  YEAR     =  2007
}

@INPROCEEDINGS{yuan07b,
  AUTHOR   = "Yuan, Changhe and
              Druzdzel, Marek J.",
  TITLE    = "Generalized {E}vidence {P}re-propagated {I}mportance
              {S}ampling for Hybrid {B}ayesian Networks",
  BOOKTITLE= "Proceedings of the Twenty-Second National
              Conference on Artificial Intelligence (AAAI--07)",
  PUBLISHER= "AAAI Press",
  ADDRESS  = "Menlo Park, CA",
  LOCATION = "Vancouver, British Columbia, Canada",
  DATE     = "22--26 July 2007",
  PAGES    = "1296--1302",
  YEAR     =  2007
}

@INPROCEEDINGS{agosta08,
  AUTHOR   = "Agosta, John M. and
              Gardos, Thomas R. and
              Druzdzel, Marek J.",
  TITLE    = "Query-based Diagnostics",
  BOOKTITLE= "{Proceedings of the Fourth European Workshop on
              Probabilistic Graphical Models (PGM--08)}",
  EDITOR   = "Jaeger, Manfred and Nielsen, Thomas D.",
  DATE     = "September 17--19",
  LOCATION = "Hirtshals, Denmark",
  ADDRESS  = "Aalborg, Denmark",
  PAGES    = "1--8",
  YEAR     =  2008
}

@ARTICLE{austin08,
  AUTHOR  = "Austin, R. Marshall and
             Oni\'{s}ko, Agnieszka and
             Druzdzel, Marek J.",
  TITLE   = "Bayesian network model analysis as a quality control and
             risk assessment tool in cervical cancer screening",
  JOURNAL = "Journal of Lower Genital Tract Disease",
  VOLUME  =  12,
  NUMBER  =  2,
  PAGES   = "160--161",
  MONTH   =  APR,
  YEAR    =  2008
}

@ARTICLE{austin08a,
  AUTHOR  = "Austin, R. Marshall and
             Oni\'{s}ko, Agnieszka and
             Druzdzel, Marek J.",
  TITLE   = "The Pittsburgh Cervical Cancer Screening Model",
  JOURNAL = "Cancer Cytopathology",
  VOLUME  =  114,
  NUMBER  = "S5",
  PAGES   =  345,
  MONTH   =  OCT,
  YEAR    =  2008
}

@ARTICLE{dash08,
  AUTHOR   = "Dash, Denver H. and
              Druzdzel, Marek J.",
  TITLE    = "A note on the correctness of the causal ordering algorithm",
  JOURNAL  = "Artificial Intelligence",
  VOLUME   =  172,
  NUMBER   = "NUMBER",
  MONTH    = "MONTH",
  PAGES    = "1800--1808",
  YEAR     =  2008
}

@INPROCEEDINGS{druzdzel08,
  AUTHOR   = "Druzdzel, Marek J. and
              Oni\'{s}ko, Agnieszka",
  TITLE    = "Are {B}ayesian Networks Sensitive to Precision of Their Parameters?",
  BOOKTITLE= "Intelligent Information Systems XVI,
              Proceedings of the International IIS--08 Conference",
  PUBLISHER= "Academic Publishing House EXIT",
  ADDRESS  = "Warsaw, Poland",
  EDITOR   = "K\l{opotek}, M. and Michalewicz, M. and Wierzcho\'{n}, S.T.",
  ISBN     = "978--83--60434--44--4",
  PAGES    = "35--44",
  MONTH    =  JUN,
  YEAR     =  2008
}

@INPROCEEDINGS{druzdzel08a,
  AUTHOR   = "Druzdzel, Marek J. and
              Oni\'{s}ko, Agnieszka",
  TITLE    = "The Impact of Overconfidence Bias on Practical Accuracy of
              {B}ayesian Network Models: An Empirical Study",
  BOOKTITLE= "Working Notes of the 2008 Bayesian Modelling Applications Workshop,
              Special Theme: How Biased Are Our Numbers?",
  PUBLISHER= "Annual Conference on Uncertainty in Artificial Intelligence (UAI--2008)",
  LOCATION = "Helsinki, Finland",
  PAGES    = "PAGES",
  MONTH    = "July 9",
  YEAR     =  2008
}

@INPROCEEDINGS{druzdzel08b,
  AUTHOR   = "Druzdzel, Marek J. and
              Oni\'{s}ko, Agnieszka",
  TITLE    = "Methods for learning diagnostic and risk assessment models from data",
  BOOKTITLE= "99th ICB Seminar, 7th International Seminar on `Statistics and Clinical Practice'",
  PUBLISHER= "Polish Academy of Sciences, International Center for Biocybernetics",
  LOCATION = "Warsaw, Poland",
  PAGES    = 38,
  MONTH    =  JUN,
  YEAR     =  2008
}

@INPROCEEDINGS{kosciuk08,
  AUTHOR   = "Ko\'sciuk, Katarzyna and
              Druzdzel, Marek J.",
  TITLE    = "Exploring opponent's weaknesses as an alternative
              to the {M}inimax strategy",
  BOOKTITLE= "Working notes of the 15th International PTSK
              (Polskie Towarzystwo Symulacji Komputerowej) Workshop",
  LOCATION = "Zakopane, Poland",
  MONTH    = "25--27 September",
  PAGES    = "199--210",
  YEAR     =  2008
}

@ARTICLE{lupinska08,
  AUTHOR   = "\L upi\'nskaFDubicka, Anna and
              Druzdzel, Marek J.",
  TITLE    = "Analyzing Certain Temporal Dependences in {N}etflix Data",
  JOURNAL  = "Zeszyty Naukowe Politechniki Bialostockiej,
              Seria Informatyka",
  VOLUME   =  3,
  NUMBER   = "NUMBER",
  MONTH    = "MONTH",
  PAGES    = "67--82",
  YEAR     =  2008
}

@INPROCEEDINGS{lupinska08a,
  AUTHOR   = "\L upi\'nska-Dubicka, Anna and
              Druzdzel, Marek J.",
  TITLE    = "A dynamic {B}ayesian network model of woman's monthly cycle",
  BOOKTITLE= "Working notes of the 15th International PTSK
              (Polskie Towarzystwo Symulacji Komputerowej) Workshop",
  LOCATION = "Zakopane, Poland",
  MONTH    = "25--27 September",
  PAGES    = "227--231",
  YEAR     =  2008
}

@INPROCEEDINGS{maskant08,
  AUTHOR   = "Maaskant, Paul P. and
              Druzdzel, Marek J.",
  TITLE    = "An {ICI} Model for Opposing Influences",
  BOOKTITLE= "Proceedings of the Fourth European Workshop on
              Probabilistic Graphical Models (PGM--08)",
  EDITOR   = "Jaeger, Manfred and Nielsen, Thomas D.",
  DATE     = "September 17--19",
  LOCATION = "Hirtshals, Denmark",
  ADDRESS  = "Aalborg, Denmark",
  PAGES    = "185--192",
  YEAR     =  2008
}

@INPROCEEDINGS{voortman08,
  AUTHOR   = "Voortman, Mark and
              Druzdzel, Marek J.",
  TITLE    = "Insensitivity of Constraint-Based Causal Discovery Algorithms
              to Violations of the Assumption of Multivariate Normality",
  BOOKTITLE= "Recent Advances in Artificial Intelligence:
              Proceedings of the Twenty-First International Florida Artificial
              Intelligence Research Society Conference (FLAIRS--08)",
  PUBLISHER= "AAAI Press/The MIT Press",
  ADDRESS  = "Menlo Park, CA",
  EDITOR   = "Wilson, David and Lane, H. Chad",
  DATE     = "15--17 May 2008",
  LOCATION = "Coconut Grove, Florida",
  ISBN     = "978--1--57735--365--2",
  CROSSREF ="DBLP:conf/flairs/2008",
  BIBSOURCE="DBLP, http://dblp.uni-trier.de",
  PAGES    = "690--695",
  YEAR     =  2008
}

@ARTICLE{voortman10,
  AUTHOR    = "Voortman, Mark and
               Dash, Denver H. and
               Druzdzel, Marek J.",
  TITLE   = "Learning causal models that make correct manipulation
             predictions with time series data",
  JOURNAL = "Journal of Machine Learning Research (JMLR),
             Workshop and Conference Proceedings,
             Volume 6: Causality: Objectives and Assessment (NIPS 2008)",
  VOLUME  =  6,
  NUMBER  = "NUMBER",
  PAGES   = "257--266",
  EDITOR  = {Isabelle Guyon, Dominik Janzing, and Bernhard Sch\"o lkopf},
  COMMENT = "
         Working Notes of the NIPS 2008 Workshop on Causality,
         22nd Annual Conference on Neural Information Processing (NIPS--2008),
         Whistler Resort \& Spa and Westin Hilton, BC, Canada, 12 December 2008.
  ",
  MONTH   = "MONTH",
  YEAR    =  2010
}

@INPROCEEDINGS{agosta09,
  AUTHOR    = "Agosta, John Mark and
               Almond, Russell and
               Buede, Dennis and
               Druzdzel, Marek J. and
               Goldsmith, Judy and
               Renooij, Silja",
  TITLE     = "Workshop summary: Seventh annual workshop on {B}ayes applications",
  BOOKTITLE = "Proceedings of the 26th Annual International Conference on Machine Learning",
  SERIES    = "ICML '09",
  ISBN      = "978-1-60558-516-1",
  LOCATION  = "Montreal, Quebec, Canada",
  PAGES     = "3:1",
  ARTICLENO =  3,
  NUMPAGES  =  1,
  URL       = "http://doi.acm.org/10.1145/1553374.1553540",
  DOI       = "http://doi.acm.org/10.1145/1553374.1553540",
  ACMID     = "1553540",
  publisher = "ACM",
  address   = "New York, NY",
  MONTH     = "14--18 June",
  YEAR      = 2009,
}

@INPROCEEDINGS{dejongh09,
  AUTHOR    = "{de Jongh}, Martijn and
               Druzdzel, Marek J.",
  TITLE     = "A Comparison of Structural Distance Measures for Causal
              {B}ayesian Network Models",
  BOOKTITLE = "Proceedings of the {I}nternational {J}oint {C}onference on {I}ntelligent
               {I}nformation {S}ystems,
               Recent Advances in Intelligent Information Systems,
               Challenging Problems of Science, Computer Science series",
  PUBLISHER = "Academic Publishing House EXIT",
  ADDRESS   = "Warsaw, Poland",
  EDITOR    = "K\l opotek, Mieczys\l aw and
               Przepi\'orkowski, Adam and
               Wierzcho\'n, S\l awomir T. and
               Trojanowski, Krzysztof",
  PAGES     = "443--456",
  YEAR      = 2009
}

@INCOLLECTION{diez09,
  AUTHOR   = "D\'{\i}ez, F. Javier and
              Druzdzel, Marek J.",
  TITLE    = "Verbal Expressions of Probability",
  BOOKTITLE= "Encyclopedia of Medical Decision Making",
  PUBLISHER= "Sage Publications",
  ADDRESS  = "Thousand Oaks, CA",
  EDITOR   = "Kattan, M.W.",
  PAGES    = "53--57",
  YEAR     =  2009
}

@INPROCEEDINGS{druzdzel09,
  AUTHOR   = "Druzdzel, Marek J.",
  TITLE    = "The Role of Assumptions in Causal Discovery",
  BOOKTITLE= "Proceedings of the
              8th Workshop on Uncertainty Processing (WUPES--09)",
  LOCATION = "Liblice, Czech Republic",
  ISBN     = "978--80--245--1543--4",
  PAGES    = "57--68",
  MONTH    = "September 19--23",
  YEAR     = 2009
}

@INPROCEEDINGS{druzdzel09a,
  AUTHOR    = "Druzdzel, Marek J.",
  TITLE     = "Rapid Modeling and Analysis with {QGeNIe}",
  BOOKTITLE = "Proceedings of the International Multiconference on
               Computer Science and Information Technology (IMCSIT--2009)",
  LOCATION  = "Mr\c{a}gowo, Poland",
  ISBN      = "ISBN 978-83-60810-22-4",
  PAGES     = "101--108",
  MONTH     = "October 12--14",
  YEAR      =  2009
}

@INPROCEEDINGS{kosciuk09,
  AUTHOR   = "Ko\'sciuk, Katarzyna and
              Druzdzel, Marek J.",
  TITLE    = "Player modeling using {B}ayesian networks",
  BOOKTITLE= "Working notes of the 16th International PTSK
              (Polskie Towarzystwo Symulacji Komputerowej) Workshop",
  LOCATION = "Bia\l ystok, Poland",
  MONTH    =  SEP,
  PAGES    =  23,
  YEAR     =  2009
}

@INPROCEEDINGS{onisko09,
  AUTHOR    = "Oni\'sko, Agnieszka and
               Druzdzel, Marek J. and
               Austin, R. Marshall",
  TITLE     = "Application of {D}ynamic {B}ayesian {N}etworks
               to Cervical Cancer Screening",
  BOOKTITLE = "Proceedings of Artificial Intelligence Studies",
  PUBLISHER = "Publishing House of the University of Podlasie",
  LOCATION  = "Siedlce, Poland",
  VOLUME    =  6,
  NUMBER    =  29,
  PAGES     = "5--14",
  YEAR      =  2009
}

@ARTICLE{lu09,
  AUTHOR   = "Lu, Tsai-Ching and
              Druzdzel, Marek J.",
  TITLE    = "Interactive construction of graphical decision
              models based on causal mechanisms",
  JOURNAL  = "European Journal of Operations Research (EJOR)",
  VOLUME   =  199,
  NUMBER   =  3,
  MONTH    =  DEC,
  PAGES    = "873--882",
  YEAR     =  2009
}

@ARTICLE{lupinska09,
  AUTHOR   = "\L upi\'nskaFDubicka, Anna and
              Druzdzel, Marek J.",
  TITLE    = "Analyzing Certain Temporal Dependences in {N}etflix Data",
  JOURNAL  = "Zeszyty Naukowe Politechniki Bialostockiej,
              Seria Informatyka",
  VOLUME   = "VOLUME",
  NUMBER   = "NUMBER",
  MONTH    = "MONTH",
  PAGES    = "PAGES",
  YEAR     =  2009
}

@INPROCEEDINGS{ratnapinda09,
  AUTHOR    = "Ratnapinda, Parot and
               Druzdzel, Marek J.",
  TITLE     = "Passive construction of diagnostic decision models:
               An empirical evaluation",
  BOOKTITLE = "Proceedings of the International Multiconference on
               Computer Science and Information Technology (IMCSIT--2009)",
  LOCATION  = "Mr\c{a}gowo, Poland",
  ISBN      = "ISBN 978-83-60810-22-4",
  PAGES     = "515--521",
  MONTH     = "October 12--14",
  YEAR      =  2009
}

@INPROCEEDINGS{voortman09,
  AUTHOR    = "Voortman, Mark and
               Dash, Denver H. and
               Druzdzel, Marek J. and
               Pomerleau, Dean and
               Sudre, Gustavo",
  TITLE     = "Difference-based {C}ausal {M}odels:
               Bridging the gap between {G}ranger causality and {DCM}s",
  BOOKTITLE = "NIPS 2009 Workshop on Connectivity Inference in Neuroimaging (CINI--2009)",
  LOCATION  = "Whistler, B.C., Canada",
  URL       = "http://cini2009.kyb.tuebingen.mpg.de/",
  PAGES     = "December 12",
  YEAR      =  2009
}

@ARTICLE{austin10,
  AUTHOR  = "Austin, R. Marshall and
             Oni\'{s}ko, Agnieszka and
             Druzdzel, Marek J.",
  TITLE   = "The {P}ittsburgh {C}ervical {C}ancer {S}creening {M}odel:
             A Risk Assessment Tool",
  JOURNAL = "Archives of Pathology and Laboratory Medicine",
  VOLUME  =  134,
  NUMBER  =  5,
  PAGES   = "744--750",
  URL     = "http://www.archivesofpathology.org/toc/arpa/134/5",
  MONTH   =  MAY,
  YEAR    =  2010
}

@INCOLLECTION{druzdzel10,
  AUTHOR   = "Druzdzel, Marek J. and
              Flynn, Roger R.",
  TITLE    = "Decision Support Systems",
  BOOKTITLE="Encyclopedia of Library and Information Science, Third Edition",
  VOLUME   = "VOLUME",
  NUMBER   = "NUMBER",
  PUBLISHER= "Taylor \& Francis, Inc.",
  ADDRESS  = "New York, NY",
  EDITOR   = "Bates, Marcia J. and Maack, Mary Niles",
  PAGES    = "PAGES",
  URL      = "http://www.informaworld.com/smpp/content~db=all~content=a917613587~frm=titlelink",
  URL      = "http://www.tandfonline.com/doi/abs/10.1081/E-ELIS3-120043887#tabModule",
  MONTH    = "16 February",
  YEAR     =  2010
}

@ARTICLE{kosciuk10,
  AUTHOR  = "Ko\'sciuk, Katarzyna and
             Druzdzel, Marek J.",
  TITLE   = "Player modeling using {B}ayesian networks",
  JOURNAL = "Symulacja w Badaniach i Rozwoju",
  VOLUME  =  1,
  NUMBER  =  2,
  PAGES   = "151--158",
  MONTH   = "MONTH",
  YEAR    =  2010
}

@ARTICLE{santelices10,
  AUTHOR  = "Santelices, Linda C. and
             Wang, Yajuan and
             Severyn, Don and
             Druzdzel, Marek J. and
             Kormos, Robert L. and
             Antaki, James F.",
  TITLE   = "Development of a hybrid decision support model for optimal
             ventricular assist device weaning",
  JOURNAL = "Annals of Thoracic Surgery",
  VOLUME  =  90,
  NUMBER  = "NUMBER",
  PAGES   = "713--720",
  URL     = "http://ats.ctsnetjournals.org/cgi/content/abstract/90/3/713",
  MONTH   = "MONTH",
  YEAR    =  2010
}

@INPROCEEDINGS{voortman10a,
  AUTHOR  = "Voortman, Mark and
             Dash, Denver H. and
             Druzdzel, Marek J.",
  TITLE   = "Learning why things change: The difference-based causality learner",
  BOOKTITLE= "Proceedings of the 26th Annual Conference on Uncertainty
              in Artificial Intelligence (UAI--10)",
  PUBLISHER= "AUAI Press",
  ADDRESS  = "Corvallis, OR",
  PAGES    = "641--650",
  YEAR     =  2010
}

@INPROCEEDINGS{lupinska11,
  AUTHOR    = "\L upi\'nska-Dubicka, Anna and
               Druzdzel, Marek J.",
  TITLE     = "Modeling Dynamic Systems with Memory: What Is the Right Time-Order?",
  BOOKTITLE = "Working Notes of the Eight Bayesian Modeling Applications Workshop,
               Special Theme: Knowledge Engineering,
               Part of the Annual Conference on Uncertainty in
               Artificial Intelligence (UAI--2011)",
  LOCATION  = "Barcelona, Spain",
  PAGES     = "75--82",
  URL       = "http://abnms.org/uai2011-apps-workshop/",
  MONTH     = "14 July",
  YEAR      =  2011
}

@INPROCEEDINGS{onisko11,
  AUTHOR   = "Oni\'{s}ko, Agnieszka and
              Druzdzel, Marek J.",
  TITLE    = "Impact of quality of {B}ayesian network parameters
              on accuracy of medical diagnostic systems",
  BOOKTITLE= "Working Notes of the 2011 AIME'11 Workshop on Probabilistic
              Problem Solving in Biomedicine (ProBioMed--11),
              in conjunction with the
              Thirteenth Conference on Artificial Intelligence
              in Medicine (AIME-2011)",
  LOCATION = "Bled, Slovenia",
  PAGES    = "135--148",
  MONTH    = "2 July",
  URL      = "http://probiomed.cs.ru.nl/",
  YEAR     =  2011
}

@INPROCEEDINGS{ratnapinda11,
  AUTHOR    = "Ratnapinda, Parot and
               Druzdzel, Marek J.",
  TITLE     = "Does Query-Based Diagnostics Work?",
  BOOKTITLE = "Working Notes of the Eight Bayesian Modeling Applications Workshop,
               Special Theme: Knowledge Engineering,
               Part of the Annual Conference on Uncertainty in
               Artificial Intelligence (UAI--2011)",
  LOCATION  = "Barcelona, Spain",
  PAGES     = "117--124",
  URL       = "http://abnms.org/uai2011-apps-workshop/",
  MONTH     = "14 July",
  YEAR      =  2011
}

@ARTICLE{zagorecki12,
  AUTHOR   = "Zagorecki, Adam and
              Druzdzel, Marek J.",
  TITLE    = "Knowledge engineering for {B}ayesian networks:
              How common are noisy-{MAX} distributions in practice?",
  JOURNAL = "IEEE Transactions on Knowledge and Data Engineering",
  VOLUME  = "VOLUME",
  NUMBER  = "NUMBER",
  PAGES   = "PAGES",
  MONTH   = "MONTH",
  YEAR    =  2012
}

@ARTICLE{onisko12,
  AUTHOR   = "Oni\'{s}ko, Agnieszka and
              Druzdzel, Marek J.",
  TITLE    = "Impact of precision of {B}ayesian network parameters
              on accuracy of medical diagnostic systems",
  JOURNAL = "Artificial Intelligence in Medicine",
  VOLUME  = "VOLUME",
  NUMBER  = "NUMBER",
  PAGES   = "PAGES",
  MONTH   = "MONTH",
  YEAR    =  2012
}

@INPROCEEDINGS{lupinska12,
  AUTHOR    = "\L upi\'nska-Dubicka, Anna and
               Druzdzel, Marek J.",
  TITLE     = "Comparison of popular fertility awareness methods
               to a {DBN} model of the woman's monthly cycle",
  HOWPUBLISHED="Under Review by the Sixth European Workshop on
              Probabilistic Graphical Models (PGM--12)",
  YEAR     =  2012
}

@MISC{druzdzel12a,
  AUTHOR  = "Druzdzel, Marek J. and
             Simon, Herbert A.",
  TITLE   = "Causal Ordering and Causal Discovery",
  HOWPUBLISHED="In preparation",
  YEAR    =  1997
}

@MISC{simon12,
  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
}