Uncertainty in Artificial Intelligence

Content: 
Machine Intelligence and Pattern RecognitionPage ii
Front MatterPage iii
Copyright pagePage iv
PrefacePages v-viRoss D. Shachter, Laveen N. Kanal, Tod S. Levitt, John F. Lemmer
List of ContributorsPages xi-xii
On the Logic of Causal Models*Pages 3-14Dan GEIGER, Judea PEARL
Process, Structure, and Modularity in Reasoning with UncertaintyPages 15-25Bruce D'Ambrosio
Probabilistic Causal ReasoningPages 27-42Thomas Dean, Keiji Kanazawa
Generating Decision Structures and Causal Explanations For Decision MakingPages 43-57Spencer Star
Control of Problem Solving: Principles and ArchitecturePages 59-68John S. BREESE, Michael R. FEHLING
Causal Networks: Semantics and Expressiveness*Pages 69-76Thomas VERMA, Judea PEARL
Stochastic Sensitivity Analysis Using Fuzzy Influence DiagramsPages 79-92Pramod JAIN, Alice M. AGOGINO
A Linear Approximation Method for Probabilistic InferencePages 93-103Ross D. SHACHTER
Minimum Cross Entropy Reasoning in Recursive Causal Networks1Pages 105-119W.X. Wen
Probabilistic Semantics and DefaultsPages 121-131Eric Neufeld, David Poole, Romas Aleliunas
Modal Logics of Higher-Order Probability*Pages 133-148Peter Haddawy, Alan M. Frisch
A General Non-Probabilistic Theory of Inductive ReasoningPages 149-158Wolfgang SPOHN
Epistemological Relevance and Statistical Knowledge*Pages 159-168Henry E. KYBURG Jr.
Axioms for Probability and Belief-Function PropagationPages 169-198Prakash P. SHENOY, Glenn SHAFER
A Summary of A New Normative Theory of Probabilistic LogicPages 199-206Romas Aleliunas
Hierarchical Evidence and Belief FunctionsPages 207-215Paul K. Black, Kathryn B. Laskey
On Probability Distributions Over Possible WorldsPages 217-226Fahiem Bacchus
A Framework of Fuzzy Evidential ReasoningPages 227-239John Yen
Parallel Belief RevisionPages 241-251Daniel Hunter
Evidential Reasoning Compared in a Network Usage Prediction Testbed: Preliminary ReportPages 253-269Ronald P. Loui
A Comparison of Decision Analysis and Expert Rules for Sequential DiagnosisPages 271-281Jayant Kalagnanam, Max Henrion
An Empirical Comparison of Three Inference Methods1Pages 283-302David Heckerman
Modeling Uncertain and Vague Knowledge in Possibility and Evidence TheoriesPages 303-318Didier DUBOIS, Henri PRADE
Probabilistic Inference and Non-Monotonic Inference*Pages 319-326Henry E. KYBURG Jr.
Multiple decision treesPages 327-335Suk Wah Kwok, Chris Carter
KNET: Integrating Hypermedia and Normative Bayesian ModelingPages 339-349R. Martin Chavez, Gregory F. Cooper
Generating Explanations of Decision Models Based on an Augmented Representation of UncertaintyPages 351-365Holly B. Jimison
Induction and Uncertainty Management Techniques Applied to Veterinary Medical DiagnosisPages 369-381M. CECILE, M. MCLEISH, P. PASCOE, W. TAYLOR
Predicting the Likely Behaviors of Continuous Nonlinear Systems in EquilibriumPages 383-395Alexander Yeh
The structure of Bayes networks for visual recognitionPages 397-405John Mark Agosta
Utility-Based Control for Computer VisionPages 407-422Tod S. Levitt, Thomas O. Binford, Gil J. Ettinger