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A Comparison of Lauritzen-Spiegelhalter, Hugin, and Shenoy-Shafer Architectures for Computing Marginals of Probability Distributions |
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Vasilica Lepar
, Prakash Shenoy
|
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A Hybrid Algorithm to Compute Marginal and Joint Beliefs in Bayesian Networks and Its Complexity |
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Mark Bloemeke
, Marco Valtorta
|
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A Multivariate Discretization Method for Learning Bayesian Networks from Mixed Data |
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Stefano Monti
, Gregory Cooper
|
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An Anytime Algorithm for Decision Making under Uncertainty |
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Michael Horsch
, David Poole
|
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An Experimental Comparison of Several Clustering and Initialization Methods |
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Marina Meila
, David Heckerman
|
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Any Time Probabilistic Reasoning for Sensor Validation |
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Pablo Ibarguengoytia
, Luis Sucar
, Sunil Vadera
|
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Axiomatizing Causal Reasoning |
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Joseph Halpern
|
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Bayes-Ball: The Rational Pastime (for Determining Irrelevance and Requisite Information in Belief Networks and Influence Diagrams) |
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Ross Shachter
|
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Bayesian Networks from the Point of View of Chain Graphs |
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Milan Studeny
|
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Comparative Uncertainty, Belief Functions and Accepted Beliefs |
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Didier Dubois
, Helene Fargier
, Henri Prade
|
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Constructing Situation Specific Belief Networks |
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Suzanne Mahoney
, Kathryn Laskey
|
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Context-Specific Approximation in Probabilistic Inference |
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David Poole
|
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Dealing with Uncertainty in Situation Assessment: towards a Symbolic Approach |
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Charles Castel
, Corine Cossart
, Catherine Tessier
|
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Dealing with Uncertainty on the Initial State of a Petri Net |
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Iman Jarkass
, Michele Rombaut
|
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Decision Theoretic Foundations of Graphical Model Selection |
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Paola Sebastiani
, Marco Ramoni
|
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Dynamic Jointrees |
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Adnan Darwiche
|
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Empirical Analysis of Predictive Algorithms for Collaborative Filtering |
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John Breese
, David Heckerman
, Carl Kadie
|
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Empirical Evaluation of Approximation Algorithms for Probabilistic Decoding |
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Irina Rish
, Kalev Kask
, Rina Dechter
|
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Evaluating Las Vegas Algorithms - Pitfalls and Remedies |
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Holger Hoos
, Thomas Stutzle
|
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Exact Inference of Hidden Structure from Sample Data in Noisy-OR Networks |
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Michael Kearns
, Yishay Mansour
|
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Flexible and Approximate Computation through State-Space Reduction |
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Weixiong Zhang
|
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Flexible Decomposition Algorithms for Weakly Coupled Markov Decision Problems |
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Ron Parr
|
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From Likelihood to Plausibility |
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Paul-Andre Monney
|
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Graphical Models and Exponential Families |
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Dan Geiger
, Christopher Meek
|
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Hierarchical Mixtures-of-Experts for Exponential Family Regression Models with Generalized Linear Mean Functions: A Survey of Approximation and Consistency Results |
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Wenxin Jiang
, Martin Tanner
|
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Hierarchical Solution of Markov Decision Processes using Macro-actions |
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Milos Hauskrecht
, Nicolas Meuleau
, Leslie Kaelbling
, Thomas Dean
, Craig Boutilier
|
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Implementing Resolute Choice Under Uncertainty |
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Jean-Yves Jaffray
|
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Incremental Tradeoff Resolution in Qualitative Probabilistic Networks |
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Chao-Lin Liu
, Michael Wellman
|
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Inferring Informational Goals from Free-Text Queries: A Bayesian Approach |
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David Heckerman
, Eric Horvitz
|
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Irrelevance and Independence Relations in Quasi-Bayesian Networks |
|
Fabio Cozman
|
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Large Deviation Methods for Approximate Probabilistic Inference |
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Michael Kearns
, Lawrence Saul
|
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Lazy Propagation in Junction Trees |
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Anders Madsen
, Finn Jensen
|
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Learning by Transduction |
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Alex Gammerman
, Volodya Vovk
, Vladimir Vapnik
|
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Learning From What You Don't Observe |
|
Mark Peot
, Ross Shachter
|
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Learning Mixtures of DAG Models |
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Bo Thiesson
, Christopher Meek
, David Chickering
, David Heckerman
|
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Learning the Structure of Dynamic Probabilistic Networks |
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Nir Friedman
, Kevin Murphy
, Stuart Russell
|
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Logarithmic Time Parallel Bayesian Inference |
|
David Pennock
|
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Magic Inference Rules for Probabilistic Deduction under Taxonomic Knowledge |
|
Thomas Lukasiewicz
|
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Marginalizing in Undirected Graph and Hypergraph Models |
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Enrique Castillo
, Juan Ferrándiz
, Pilar Sanmartin
|
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Measure Selection: Notions of Rationality and Representation Independence |
|
Manfred Jaeger
|
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Merging Uncertain Knowledge Bases in a Possibilistic Logic Framework |
|
Salem Benferhat
, Claudio Sossai
|
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Minimum Encoding Approaches for Predictive Modeling |
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Peter Grunwald
, Petri Kontkanen
, Petri Myllymaki
, Tomi Silander
, Henry Tirri
|
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Mixture Representations for Inference and Learning in Boltzmann Machines |
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Neil Lawrence
, Christopher Bishop
, Michael Jordan
|
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On the Acceptability of Arguments in Preference-Based Argumentation |
|
Leila Amgoud
, Claudette Cayrol
|
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On the Geometry of Bayesian Graphical Models with Hidden Variables |
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Raffaella Settimi
, Jim Smith
|
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On the Semi-Markov Equivalence of Causal Models |
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Benoit Desjardins
|
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Planning with Partially Observable Markov Decision Processes: Advances in Exact Solution Method |
|
Nevin Zhang
, Stephen Lee
|
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Probabilistic Inference in Influence Diagrams |
|
Nevin Zhang
|
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Psychological and Normative Theories of Causal Power and the Probabilities of Causes |
|
Clark Glymour
|
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Qualitative Decision Theory with Sugeno Integrals |
|
Didier Dubois
, Henri Prade
, Regis Sabbadin
|
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Query Expansion in Information Retrieval Systems using a Bayesian Network-Based Thesaurus |
|
Luis de Campos
, Juan Fernandez-Luna
, Juan Huete
|
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Resolving Conflicting Arguments under Uncertainties |
|
Benson Ng
, Kam-Fai Wong
, Boon-Toh Low
|
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Solving POMDPs by Searching in Policy Space |
|
Eric Hansen
|
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Structured Reachability Analysis for Markov Decision Processes |
|
Craig Boutilier
, Ronen Brafman
, Christopher Geib
|
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Switching Portfolios |
|
Yoram Singer
|
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The Bayesian Structural EM Algorithm |
|
Nir Friedman
|
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The Lumiere Project: Bayesian User Modeling for Inferring the Goals and Needs of Software Users |
|
Eric Horvitz
, John Breese
, David Heckerman
, David Hovel
, Koos Rommelse
|
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Towards Case-Based Preference Elicitation: Similarity Measures on Preference Structures |
|
Vu Ha
, Peter Haddawy
|
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Tractable Inference for Complex Stochastic Processes |
|
Xavier Boyen
, Daphne Koller
|
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Treatment Choice in Heterogeneous Populations Using Experiments without Covariate Data (Invited Paper) |
|
Charles Manski
|
|
Updating Sets of Probabilities |
|
Adam Grove
, Joseph Halpern
|
|
Using Qualitative Relationships for Bounding Probability Distributions |
|
Chao-Lin Liu
, Michael Wellman
|
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Utility Elicitation as a Classification Problem |
|
Urszula Chajewska
, Lise Getoor
, Joseph Norman
, Yuval Shahar
|
