An Introduction to Algorithms for Inference in Belief Nets

Local Computations with Probabilities on Graphical Structures and Their Application to Expert Systems

1988 • 3,928 citations

Fusion, propagation, and structuring in belief networks

1986 • 2,160 citations

Evaluating Influence Diagrams

1986 • 1,300 citations

Decision theory in expert systems and artificial intelligence

1988 • 371 citations

Evidential reasoning using stochastic simulation of causal models

1987 • 355 citations

Simulation Approaches to General Probabilistic Inference on Belief Networks

1990 • 322 citations

Weighing and Integrating Evidence for Stochastic Simulation in Bayesian Networks

1990 • 286 citations

A Probabilistic Causal Model for Diagnostic Problem Solving Part I: Integrating Symbolic Causal Inference with Numeric Probabilistic Inference

1987 • 237 citations

NESTOR: A Computer-Based Medical Diagnostic Aid That Integrates Causal and Probabilistic Knowledge.

1984 • 224 citations

Experience with a Model of Sequential Diagnosis

1985 • 178 citations

d-Separation: From Theorems to Algorithms

1990 • 176 citations

Formulation of Tradeoffs in Planning Under Uncertainty

1990 • 170 citations

A Tractable Inference Algorithm for Diagnosing Multiple Diseases1 1This work was supported by the NSF under Grant IRI-8703710, and by the NLM under Grant R01-LM04529.

1990 • 157 citations

Experience with a model of sequential diagnosis

1968 • 156 citations

A Probabilistic Causal Model for Diagnostic Problem Solving Part II: Diagnostic Strategy

1987 • 136 citations

Influence diagrams, belief nets and decision analysis

1990 • 133 citations

Incidence calculus: A mechanism for probabilistic reasoning

1985 • 103 citations

Evidence Absorption and Propagation Through Evidence Reversals

1990 • 83 citations

Expert Judgment and Expert Systems

1987 • 79 citations

Uncertain evidence and artificial analysis

1988 • 59 citations

Interval Influence Diagrams

1990 • 48 citations

Uncertainty in Artificial Intelligence: Is Probability Epistemologically and Heuristically Adequate?

1987 • 44 citations

Temporal Reasoning with Probabilities

1989 • 29 citations

Readings in Decision Analysis

1990 • 21 citations

An Empirical Evaluation of a Randomized Algorithm for Probabilistic Inference

1990 • 19 citations

Propagation of Belief Functions: A Distributed Approach

1988 • 19 citations

Stochastic simulation of Bayesian belief networks.

1988 • 1 citations

Deleted Work

1955 • 0 citations