An Introduction to Variational Methods for Graphical Models
Machine Learning
Local computation with valuations from a commutative semigroup
Annals of Mathematics and Artificial Intelligence
Computational Properties of Two Exact Algorithms for Bayesian Networks
Applied Intelligence
Probability Bounds for Goal Directed Queries in Bayesian Networks
IEEE Transactions on Knowledge and Data Engineering
Graphical Models as Languages for Computer Assisted Diagnosis and Decision Making
ECSQARU '01 Proceedings of the 6th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
Decomposition of Influence Diagrams
ECSQARU '01 Proceedings of the 6th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
Sequential Valuation Networks: A New Graphical Technique for Asymmetric Decision Problems
ECSQARU '01 Proceedings of the 6th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
Representing asymmetric decision problems using coarse valuations
Decision Support Systems
Node deletion sequences in influence diagrams using genetic algorithms
Statistics and Computing
Hybrid influence diagrams using mixtures of truncated exponentials
UAI '04 Proceedings of the 20th conference on Uncertainty in artificial intelligence
AND/OR search spaces for graphical models
Artificial Intelligence
Pfanzagl exchanges diagnose an anomaly in expected utility decision theory
International Journal of Approximate Reasoning
Influence Diagrams for Team Decision Analysis
Decision Analysis
Belief updating in Bayesian networks by using a criterion of minimum time
Pattern Recognition Letters
A comparison of two approaches for solving unconstrained influence diagrams
International Journal of Approximate Reasoning
Mixed deterministic and probabilistic networks
Annals of Mathematics and Artificial Intelligence
Inference in Hybrid Bayesian Networks with Deterministic Variables
ECSQARU '09 Proceedings of the 10th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
Mini-buckets: a general scheme for generating approximations in automated reasoning
IJCAI'97 Proceedings of the Fifteenth international joint conference on Artifical intelligence - Volume 2
An algebraic graphical model for decision with uncertainties, feasibilities, and utilities
Journal of Artificial Intelligence Research
AND/OR multi-valued decision diagrams (AOMDDs) for graphical models
Journal of Artificial Intelligence Research
Variational probabilistic inference and the QMR-DT network
Journal of Artificial Intelligence Research
Bayesian network implementation of Levi's epistemic utility decision theory
International Journal of Approximate Reasoning
Solving linear-quadratic conditional Gaussian influence diagrams
International Journal of Approximate Reasoning
Sequential influence diagrams: A unified asymmetry framework
International Journal of Approximate Reasoning
A forward-backward Monte Carlo method for solving influence diagrams
International Journal of Approximate Reasoning
A PGM framework for recursive modeling of players in simple sequential Bayesian games
International Journal of Approximate Reasoning
Variable elimination for influence diagrams with super value nodes
International Journal of Approximate Reasoning
Modeling challenges with influence diagrams: Constructing probability and utility models
Decision Support Systems
Join-graph propagation algorithms
Journal of Artificial Intelligence Research
Inference in hybrid Bayesian networks using mixtures of polynomials
International Journal of Approximate Reasoning
International Journal of Approximate Reasoning
Lazy evaluation of symmetric Bayesian decision problems
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
Welldefined decision scenarios
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
Efficient value of information computation
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
Unconstrained influence diagrams
UAI'02 Proceedings of the Eighteenth conference on Uncertainty in artificial intelligence
Representing and solving asymmetric Bayesian decision problems
UAI'00 Proceedings of the Sixteenth conference on Uncertainty in artificial intelligence
Evaluating influence diagrams using LIMIDs
UAI'00 Proceedings of the Sixteenth conference on Uncertainty in artificial intelligence
Solving influence diagrams using HUGIN, shafer-shenoy and lazy propagation
UAI'01 Proceedings of the Seventeenth conference on Uncertainty in artificial intelligence
Probabilistic inference in influence diagrams
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
A constraint satisfaction framework for decision under uncertainty
UAI'95 Proceedings of the Eleventh conference on Uncertainty in artificial intelligence
Information/relevance influence diagrams
UAI'95 Proceedings of the Eleventh conference on Uncertainty in artificial intelligence
A new pruning method for solving decision trees and game trees
UAI'95 Proceedings of the Eleventh conference on Uncertainty in artificial intelligence
Myopic value of information in influence diagrams
UAI'97 Proceedings of the Thirteenth conference on Uncertainty in artificial intelligence
Bucket elimination: a unifying framework for probabilistic inference
UAI'96 Proceedings of the Twelfth international conference on Uncertainty in artificial intelligence
MIDAS - an influence diagram for management of mildew in winter wheat
UAI'96 Proceedings of the Twelfth international conference on Uncertainty in artificial intelligence
From influence diagrams to junction trees
UAI'94 Proceedings of the Tenth international conference on Uncertainty in artificial intelligence
Using potential influence diagrams for probabilistic inference and decision making
UAI'93 Proceedings of the Ninth international conference on Uncertainty in artificial intelligence
A belief-function based decision support system
UAI'93 Proceedings of the Ninth international conference on Uncertainty in artificial intelligence
Journal of Computer and System Sciences
A search problem in complex diagnostic Bayesian networks
Knowledge-Based Systems
International Journal of Approximate Reasoning
Opponent modeling in a PGM framework
Proceedings of the 2013 international conference on Autonomous agents and multi-agent systems
An evidential network approach to support uncertain multiviewpoint abductive reasoning
Information Sciences: an International Journal
Compositional models in valuation-based systems
International Journal of Approximate Reasoning
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