Uncertainty in Artificial Intelligence

ARCO1: An Application of Belief Networks to the Oil Market"Conditional Inter-Causally Independent" Node Distributions, a Property of "Noisy-Or" ModelsCombining Multiple-Valued Logics in Modular Expert SystemsConstraint Propagation with Imprecise Conditional ProbabilitiesBayesian Networks Applied to Therapy MonitoringSome Properties of Plausible ReasoningTheory Refinement on Bayesian NetworksCombination of Upper and Lower ProbabilitiesA Probabilistic Analysis of Marker-Passing Techniques for Plan-RecognitionSymbolic Probabilistic Inference with Continuous VariablesSymbolic Probabilistic Inference with Evidence PotentialA Bayesian Method for Constructing Bayesian Belief Networks from DatabasesLocal Expression Languages for Probabilistic DependenceDecision Theory and Autonomous SystemsA Reason Maintenance System Dealing with Vague DatairaAdvances in Probabilistic ReasoningProbability Estimation in Face of Irrelevant InformationAn Approximate Nonmyopic Computation for Value of InformationSearch-Based Methods to Bound Diagnostic Probabilities in Very Large Belief NetsTime-Dependent Utility and Action Under UncertaintyNon-Monotonic Reasoning and the Reversibility of Belief ChangeBelief and Surprise - A Belief-Function FormulationEvidential Reasoning in a Categorial PerspectiveReasoning with Mass DistributionsA Logic of Graded Possibility and Certainty Coping with Partial InconsistencyConflict and Surprise: Heuristics for Model RevisionReasoning Under Uncertainty: Some Monte Carlo ResultsRepresentation Requirements for Supporting Decision Model FormulationA Language for Planning with StatisticsA Modification to Evidential ProbabilityInvestigation of Variances in Belief NetworksA Sensitivity Analysis of Pathfinder: A Follow-Up StudyNon-Monotonic Negation in Probabilistic Deductive DatabasesManagement of UncertaintyIntegrating Probabilistic Rules into Neural Networks: A Stochastic EM Learning AlgorithmRepresenting Bayesian Networks Within Probabilistic Horn AbductionDynamic Network Updating Techniques for Diagnostic ReasoningHigh Level Path Planning with UncertaintyFormal Model of Uncertainty for Possibilistic RulesDeliberation and its Role in the Formation of IntentionsHandling Uncertainty During Plan Recognition in Task-Oriented Consultation SystemsTruth as Utility: A Conceptual SynthesisPulcinella: A General Tool for Propagating Uncertainty in Valuation NetworksStructuring Bodies of EvidenceOn the Generation of Alternative Explanations with Implications for Belief RevisionCompleting Knowledge by Competing HierarchiesA Graph-Based Inference Method for Conditional IndependenceA Fusion Algorithm for Solving Bayesian Decision ProblemsAlgorithms for Irrelevance-Based Partial MAPsAbout UpdatingCompressed Constraints in Probabilistic Logic and Their RevisionDetecting Causal Relations in the Presence of Unmeasured VariablesA Method for Integrating Utility AnalysisFrom Relational Databases to Belief NetworksA Monte-Carlo Algorithm for Dempster-Shafer BeliefCompatibility of Quantitative and Qualitative Representations of BeliefAn Efficient Implementation of Belief Function PropagationA Non-Numeric Approach to Multi-Criteria/Multi-Expert Aggregation Based on Approximate ReasoningWhy Do We Need Foundations for Modelling Uncertainties?Author Index