UAI-1998.bib

@inproceedings{1998-UAI-Lepar-Comparison,
  title={A Comparison of Lauritzen-Spiegelhalter, Hugin, and Shenoy-Shafer Architectures for Computing Marginals of Probability Distributions},
  author={Vasilica Lepar and Prakash Shenoy},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p328-lepar.pdf}
}
@inproceedings{1998-UAI-Bloemeke-Hybrid,
  title={A Hybrid Algorithm to Compute Marginal and Joint Beliefs in Bayesian Networks and Its Complexity},
  author={Mark Bloemeke and Marco Valtorta},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p16-bloemeke.pdf}
}
@inproceedings{1998-UAI-Monti-Multivariate,
  title={A Multivariate Discretization Method for Learning Bayesian Networks from Mixed Data},
  author={Stefano Monti and Gregory Cooper},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p404-monti.pdf}
}
@inproceedings{1998-UAI-Horsch-Anytime,
  title={An Anytime Algorithm for Decision Making under Uncertainty},
  author={Michael Horsch and David Poole},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p246-horsch.pdf}
}
@inproceedings{1998-UAI-Meila-Experimental,
  title={An Experimental Comparison of Several Clustering and Initialization Methods},
  author={Marina Meila and David Heckerman},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p386-meila.pdf}
}
@inproceedings{1998-UAI-Ibarguengoytia-Any,
  title={Any Time Probabilistic Reasoning for Sensor Validation},
  author={Pablo Ibarguengoytia and Luis Sucar and Sunil Vadera},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p266-ibarguengoytia.pdf}
}
@inproceedings{1998-UAI-Halpern-Axiomatizing,
  title={Axiomatizing Causal Reasoning},
  author={Joseph Halpern},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p202-halpern.pdf}
}
@inproceedings{1998-UAI-Shachter-Bayes,
  title={Bayes-Ball: The Rational Pastime (for Determining Irrelevance and Requisite Information in Belief Networks and Influence Diagrams)},
  author={Ross Shachter},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p480-shachter.pdf}
}
@inproceedings{1998-UAI-Studeny-Bayesian,
  title={Bayesian Networks from the Point of View of Chain Graphs},
  author={Milan Studeny},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p496-studeny.pdf}
}
@inproceedings{1998-UAI-Dubois-Comparative,
  title={Comparative Uncertainty, Belief Functions and Accepted Beliefs},
  author={Didier Dubois and Helene Fargier and Henri Prade},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p113-dubois.pdf}
}
@inproceedings{1998-UAI-Mahoney-Constructing,
  title={Constructing Situation Specific Belief Networks},
  author={Suzanne Mahoney and Kathryn Laskey},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p370-mahoney.pdf}
}
@inproceedings{1998-UAI-Poole-Context,
  title={Context-Specific Approximation in Probabilistic Inference},
  author={David Poole},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p447-poole.pdf}
}
@inproceedings{1998-UAI-Castel-Dealing,
  title={Dealing with Uncertainty in Situation Assessment: towards a Symbolic Approach},
  author={Charles Castel and Corine Cossart and Catherine Tessier},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p61-castel.pdf}
}
@inproceedings{1998-UAI-Jarkass-Dealing,
  title={Dealing with Uncertainty on the Initial State of a Petri Net},
  author={Iman Jarkass and Michele Rombaut},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p289-jarkass.pdf}
}
@inproceedings{1998-UAI-Sebastiani-Decision,
  title={Decision Theoretic Foundations of Graphical Model Selection},
  author={Paola Sebastiani and Marco Ramoni},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p464-sebastiani.pdf}
}
@inproceedings{1998-UAI-Darwiche-Dynamic,
  title={Dynamic Jointrees},
  author={Adnan Darwiche},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p97-darwiche.pdf}
}
@inproceedings{1998-UAI-Breese-Empirical,
  title={Empirical Analysis of Predictive Algorithms for Collaborative Filtering},
  author={John Breese and David Heckerman and Carl Kadie},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p43-breese.pdf}
}
@inproceedings{1998-UAI-Rish-Empirical,
  title={Empirical Evaluation of Approximation Algorithms for Probabilistic Decoding},
  author={Irina Rish and Kalev Kask and Rina Dechter},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p455-rish.pdf}
}
@inproceedings{1998-UAI-Hoos-Evaluating,
  title={Evaluating Las Vegas Algorithms - Pitfalls and Remedies},
  author={Holger Hoos and Thomas Stutzle},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p238-hoos.pdf}
}
@inproceedings{1998-UAI-Kearns-Exact,
  title={Exact Inference of Hidden Structure from Sample Data in Noisy-OR Networks},
  author={Michael Kearns and Yishay Mansour},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p304-kearns.pdf}
}
@inproceedings{1998-UAI-Zhang-Flexible,
  title={Flexible and Approximate Computation through State-Space Reduction},
  author={Weixiong Zhang},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p531-zhang.pdf}
}
@inproceedings{1998-UAI-Parr-Flexible,
  title={Flexible Decomposition Algorithms for Weakly Coupled Markov Decision Problems},
  author={Ron Parr},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p422-parr.pdf}
}
@inproceedings{1998-UAI-Monney-Likelihood,
  title={From Likelihood to Plausibility},
  author={Paul-Andre Monney},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p396-monney.pdf}
}
@inproceedings{1998-UAI-Geiger-Graphical,
  title={Graphical Models and Exponential Families},
  author={Dan Geiger and Christopher Meek},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p156-geiger.pdf}
}
@inproceedings{1998-UAI-Jiang-Hierarchical,
  title={Hierarchical Mixtures-of-Experts for Exponential Family Regression Models with Generalized Linear Mean Functions: A Survey of Approximation and Consistency Results},
  author={Wenxin Jiang and Martin Tanner},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p296-jiang.pdf}
}
@inproceedings{1998-UAI-Hauskrecht-Hierarchical,
  title={Hierarchical Solution of Markov Decision Processes using Macro-actions},
  author={Milos Hauskrecht and Nicolas Meuleau and Leslie Kaelbling and Thomas Dean and Craig Boutilier},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p220-hauskrecht.pdf}
}
@inproceedings{1998-UAI-Jaffray-Implementing,
  title={Implementing Resolute Choice Under Uncertainty},
  author={Jean-Yves Jaffray},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p282-jaffray.pdf}
}
@inproceedings{1998-UAI-Liu-Incremental,
  title={Incremental Tradeoff Resolution in Qualitative Probabilistic Networks},
  author={Chao-Lin Liu and Michael Wellman},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p338-liu.pdf}
}
@inproceedings{1998-UAI-Heckerman-Inferring,
  title={Inferring Informational Goals from Free-Text Queries: A Bayesian Approach},
  author={David Heckerman and Eric Horvitz},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p230-heckerman.pdf}
}
@inproceedings{1998-UAI-Cozman-Irrelevance,
  title={Irrelevance and Independence Relations in Quasi-Bayesian Networks},
  author={Fabio Cozman},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p89-cozman.pdf}
}
@inproceedings{1998-UAI-Kearns-Large,
  title={Large Deviation Methods for Approximate Probabilistic Inference},
  author={Michael Kearns and Lawrence Saul},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p311-kearns.pdf}
}
@inproceedings{1998-UAI-Madsen-Lazy,
  title={Lazy Propagation in Junction Trees},
  author={Anders Madsen and Finn Jensen},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p362-madsen.pdf}
}
@inproceedings{1998-UAI-Gammerman-Learning,
  title={Learning by Transduction},
  author={Alex Gammerman and Volodya Vovk and Vladimir Vapnik},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p148-gammerman.pdf}
}
@inproceedings{1998-UAI-Peot-Learning,
  title={Learning From What You Don't Observe},
  author={Mark Peot and Ross Shachter},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p439-peot.pdf}
}
@inproceedings{1998-UAI-Thiesson-Learning,
  title={Learning Mixtures of DAG Models},
  author={Bo Thiesson and Christopher Meek and David Chickering and David Heckerman},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p504-thiesson.pdf}
}
@inproceedings{1998-UAI-Friedman-Learning,
  title={Learning the Structure of Dynamic Probabilistic Networks},
  author={Nir Friedman and Kevin Murphy and Stuart Russell},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p139-friedman.pdf}
}
@inproceedings{1998-UAI-Pennock-Logarithmic,
  title={Logarithmic Time Parallel Bayesian Inference},
  author={David Pennock},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p431-pennock.pdf}
}
@inproceedings{1998-UAI-Lukasiewicz-Magic,
  title={Magic Inference Rules for Probabilistic Deduction under Taxonomic Knowledge},
  author={Thomas Lukasiewicz},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p354-lukasiewicz.pdf}
}
@inproceedings{1998-UAI-Castillo-Marginalizing,
  title={Marginalizing in Undirected Graph and Hypergraph Models},
  author={Enrique Castillo and Juan Ferrándiz and Pilar Sanmartin},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p69-castillo.pdf}
}
@inproceedings{1998-UAI-Jaeger-Measure,
  title={Measure Selection: Notions of Rationality and Representation Independence},
  author={Manfred Jaeger},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p274-jaeger.pdf}
}
@inproceedings{1998-UAI-Benferhat-Merging,
  title={Merging Uncertain Knowledge Bases in a Possibilistic Logic Framework},
  author={Salem Benferhat and Claudio Sossai},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p8-benferhat.pdf}
}
@inproceedings{1998-UAI-Grunwald-Minimum,
  title={Minimum Encoding Approaches for Predictive Modeling},
  author={Peter Grunwald and Petri Kontkanen and Petri Myllymaki and Tomi Silander and Henry Tirri},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p183-grunwald.pdf}
}
@inproceedings{1998-UAI-Lawrence-Mixture,
  title={Mixture Representations for Inference and Learning in Boltzmann Machines},
  author={Neil Lawrence and Christopher Bishop and Michael Jordan},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p320-lawrence.pdf}
}
@inproceedings{1998-UAI-Amgoud-Acceptability,
  title={On the Acceptability of Arguments in Preference-Based Argumentation},
  author={Leila Amgoud and Claudette Cayrol},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p1-amgoud.pdf}
}
@inproceedings{1998-UAI-Settimi-Geometry,
  title={On the Geometry of Bayesian Graphical Models with Hidden Variables},
  author={Raffaella Settimi and Jim Smith},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p472-settimi.pdf}
}
@inproceedings{1998-UAI-Desjardins-Semi,
  title={On the Semi-Markov Equivalence of Causal Models},
  author={Benoit Desjardins},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p105-desjardins.pdf}
}
@inproceedings{1998-UAI-Zhang-Planning,
  title={Planning with Partially Observable Markov Decision Processes: Advances in Exact Solution Method},
  author={Nevin Zhang and Stephen Lee},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p523-zhang.pdf}
}
@inproceedings{1998-UAI-Zhang-Probabilistic,
  title={Probabilistic Inference in Influence Diagrams},
  author={Nevin Zhang},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p514-zhang.pdf}
}
@inproceedings{1998-UAI-Glymour-Psychological,
  title={Psychological and Normative Theories of Causal Power and the Probabilities of Causes},
  author={Clark Glymour},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p166-glymour.pdf}
}
@inproceedings{1998-UAI-Dubois-Qualitative,
  title={Qualitative Decision Theory with Sugeno Integrals},
  author={Didier Dubois and Henri Prade and Regis Sabbadin},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p121-dubois.pdf}
}
@inproceedings{1998-UAI-Campos-Query,
  title={Query Expansion in Information Retrieval Systems using a Bayesian Network-Based Thesaurus},
  author={Luis de Campos and Juan Fernandez-Luna and Juan Huete},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p53-de_campos.pdf}
}
@inproceedings{1998-UAI-Ng-Resolving,
  title={Resolving Conflicting Arguments under Uncertainties},
  author={Benson Ng and Kam-Fai Wong and Boon-Toh Low},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p414-ng.pdf}
}
@inproceedings{1998-UAI-Hansen-Solving,
  title={Solving POMDPs by Searching in Policy Space},
  author={Eric Hansen},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p211-hansen.pdf}
}
@inproceedings{1998-UAI-Boutilier-Structured,
  title={Structured Reachability Analysis for Markov Decision Processes},
  author={Craig Boutilier and Ronen Brafman and Christopher Geib},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p24-boutilier.pdf}
}
@inproceedings{1998-UAI-Singer-Switching,
  title={Switching Portfolios},
  author={Yoram Singer},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p488-singer.pdf}
}
@inproceedings{1998-UAI-Friedman-Bayesian,
  title={The Bayesian Structural EM Algorithm},
  author={Nir Friedman},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p129-friedman.pdf}
}
@inproceedings{1998-UAI-Horvitz-Lumiere,
  title={The Lumiere Project: Bayesian User Modeling for Inferring the Goals and Needs of Software Users},
  author={Eric Horvitz and John Breese and David Heckerman and David Hovel and Koos Rommelse},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p256-horvitz.pdf}
}
@inproceedings{1998-UAI-Ha-Towards,
  title={Towards Case-Based Preference Elicitation: Similarity Measures on Preference Structures},
  author={Vu Ha and Peter Haddawy},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p193-ha.pdf}
}
@inproceedings{1998-UAI-Boyen-Tractable,
  title={Tractable Inference for Complex Stochastic Processes},
  author={Xavier Boyen and Daphne Koller},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p33-boyen.pdf}
}
@inproceedings{1998-UAI-Manski-Treatment,
  title={Treatment Choice in Heterogeneous Populations Using Experiments without Covariate Data (Invited Paper)},
  author={Charles Manski},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p379-manski.pdf}
}
@inproceedings{1998-UAI-Grove-Updating,
  title={Updating Sets of Probabilities},
  author={Adam Grove and Joseph Halpern},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p173-grove.pdf}
}
@inproceedings{1998-UAI-Liu-Using,
  title={Using Qualitative Relationships for Bounding Probability Distributions},
  author={Chao-Lin Liu and Michael Wellman},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p346-liu.pdf}
}
@inproceedings{1998-UAI-Chajewska-Utility,
  title={Utility Elicitation as a Classification Problem},
  author={Urszula Chajewska and Lise Getoor and Joseph Norman and Yuval Shahar},
  year={1998},
  booktitle={UAI},
  pdflink={https://dslpitt.org/papers/98/p79-chajewska.pdf}
}