The Computational Complexity of Probabilistic Inference Using Bayesian Belief Networks

[1]  Judea Pearl,et al.  Probabilistic reasoning in intelligent systems - networks of plausible inference , 1991, Morgan Kaufmann series in representation and reasoning.

[2]  David J. Spiegelhalter,et al.  Local computations with probabilities on graphical structures and their application to expert systems , 1990 .

[3]  H. Grunwald Book reviewIntelligent decision systems: Addison-Wesley, Wokingham, 1988, xv + 304 pages, US$45.00 , 1990 .

[4]  Yun Peng,et al.  A comfort measure for diagnostic problem solving , 1989, Inf. Sci..

[5]  Steen Andreassen,et al.  MUNIN - A Causal Probabilistic Network for Interpretation of Electromyographic Findings , 1987, IJCAI.

[6]  Max Henrion,et al.  An Experimental Comparison of Knowledge Engineering for Expert Systems and for Decision Analysis , 1987, AAAI.

[7]  Judea Pearl,et al.  The Logic of Representing Dependencies by Directed Graphs , 1987, AAAI.

[8]  Gregory F. Cooper,et al.  An algorithm for computing probabilistic propositions , 1987, Int. J. Approx. Reason..

[9]  Judea Pearl,et al.  Fusion, Propagation, and Structuring in Belief Networks , 1986, Artif. Intell..

[10]  Nils J. Nilsson,et al.  Probabilistic Logic * , 2022 .

[11]  Ross D. Shachter Intelligent Probabilistic Inference , 1985, UAI.

[12]  Gregory F. Cooper,et al.  NESTOR: A Computer-Based Medical Diagnostic Aid That Integrates Causal and Probabilistic Knowledge. , 1984 .

[13]  J. Scott Provan,et al.  The Complexity of Counting Cuts and of Computing the Probability that a Graph is Connected , 1983, SIAM J. Comput..

[14]  David Lichtenstein,et al.  Planar Formulae and Their Uses , 1982, SIAM J. Comput..

[15]  Casimir A. Kulikowski,et al.  A Model-Based Method for Computer-Aided Medical Decision-Making , 1978, Artif. Intell..

[16]  A. Rosenthal Computing the Reliability of Complex Networks , 1977 .

[17]  Stephen A. Cook,et al.  The complexity of theorem-proving procedures , 1971, STOC.

[18]  I. Good A CAUSAL CALCULUS (I)* , 1961, The British Journal for the Philosophy of Science.

[19]  RICHARD 0. DUDA,et al.  Subjective bayesian methods for rule-based inference systems , 1899, AFIPS '76.

[20]  Gregory F. Cooper,et al.  KNET: integrating hypermedia and normative bayesian modeling , 1988, UAI.

[21]  Samuel Holtzman,et al.  Intelligent decision systems , 1988 .

[22]  Gregory F. Cooper,et al.  Bayesian Belief Network Inference Using Simulation , 1987, UAI.

[23]  Alice M. Agogino,et al.  IDES: influence diagram based expert system , 1987 .

[24]  David S. Johnson,et al.  Computers and Intractability: A Guide to the Theory of NP-Completeness , 1978 .

[25]  W. F. Rousseau,et al.  A method for computing probabilities in complex situations , 1968 .