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Abstract: A belief network is a graphical representation of the underlying probabilistic relationships in a complex system. Belief networks have been employed as a representation of uncertain relationships in computer-based diagnostic systems. These diagnostic systems provide assistance by assigning likelihoods to alternative explanatory hypotheses in response to a set of findings or observations. Approximation algorithms have been used to compute likelihoods of hypotheses in large networks. We... (Update)
Context of citations to this paper: More
.... include straight simulation [25, 26] forward simulation, 15] likelihood weighting [13, 33] and randomized approximation schemes [3, 4, 7, 8]. Variants of these methods such as backward simulation [14] exist; Neal [23] provides a good overview of the theory of simulation...
...a simulation of the corresponding Bayesian network. We mention the algorithms introduced by Chavez and Cooper [3] Dagum and Horvitz [6], Fung and Chang [12] Henrion [17] Hryceij [20] Jensen et al. 21] Pearl [36] Shachter and Peot [43] and Shwe and Cooper [44] 4 Our...
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BibTeX entry: (Update)
P. Dagum and E. Horvitz. A Bayesian Analysis of Simulation Algorithms for Inference in Belief Networks. Networks, 23:499-516, 1993. http://citeseer.ist.psu.edu/dagum93bayesian.html More
@misc{ dagum93bayesian,
author = "P. Dagum and E. Horvitz",
title = "A Bayesian Analysis of Simulation Algorithms for Inference in Belief Networks",
text = "P. Dagum and E. Horvitz. A Bayesian Analysis of Simulation Algorithms for
Inference in Belief Networks. Networks, 23:499-516, 1993.",
year = "1993",
url = "citeseer.ist.psu.edu/dagum93bayesian.html" }
Citations (may not include all citations):1543 Probabilistic reasoning in intelligent systems: Networks of .. (context) - Pearl - 1988
602 Convergence of Probability Measures (context) - Billingsley - 1968
582 Local computations with probabilities on graphical structure.. (context) - Lauritzen, Spiegelhalter - 1988
368 Table of Integrals (context) - Gradshteyn, Ryzhik - 1980
284 The computational complexity of probabilistic inference usin.. (context) - Cooper - 1990
168 Non-negative matrices and Markov chains (context) - Seneta - 1973
145 Random generation of combinatorial structures from a uniform.. (context) - Jerrum, Valiant et al. - 1986
126 Simulation and the Monte Carlo method (context) - Rubinstein - 1981
108 Approximating probabilistic inference in Bayesian belief net.. (context) - Dagum, Luby - 1991
108 Approximating probabilistic inference in Bayesian belief net.. (context) - Dagum, Chavez - 1991
95 The ALARM monitoring system: A case study with two probabili.. (context) - Beinlich, Suermondt et al. - 1989
80 Probabilistic diagnosis using a reformulation of the INTERNI.. - Shwe, Middleton et al. - 1991
80 Probabilistic diagnosis using a reformulation of the INTERNI.. - Shwe, Middleton et al. - 1991
79 Simulation approaches to general probabilistic inference on .. (context) - Shachter, Peot - 1990
70 Propagating uncertainty in Bayesian networks by probabilisti.. (context) - Henrion - 1988
68 Monte-Carlo approximation algorithms for enumeration problem.. (context) - Karp, Luby et al. - 1989
55 Evidential reasoning using stochastic simulation of causal m.. (context) - Pearl - 1987
54 Bounded conditioning: Flexible inference for decisions under.. (context) - Horvitz, Suermondt et al. - 1989
49 MUNIN---A causal probabilistic network for interpretation of.. (context) - Andreassen, Woldbye et al. - 1987
46 Decision theory in expert systems and artificial intelligenc.. - Horvitz, Breese et al. - 1988
35 How hard is it to marry at random (context) - Broder - 1986
31 Weighting and integrating evidence for stochastic simulation.. (context) - Fung, Chang - 1989
31 Decision analysis and expert systems (context) - Henrion, Breese et al. - 1992
28 NESTOR: A Computer-based Medical Diagnostic Aid that Integra.. (context) - Cooper - 1984
27 How many iterations in the gibbs sampler - Raftery, Lewis - 1992
18 A randomized approximation algorithm for probabilistic infer.. (context) - Chavez, Cooper - 1990
15 An empirical analysis of likelihood-weighting simulation on .. (context) - Shwe, Cooper - 1991
15 Bayesian inference using interval measures (context) - DeRobertis, Hartigan - 1981
12 Approximate counting (context) - Sinclair, Jerrum - 1989
11 Decision analysis: Perspectives on inference (context) - Howard - 1970
9 Towards efficient probabilistic diagnosis in multiply connec.. (context) - Henrion - 1990
8 Bayes Theory (context) - Hartigan - 1983
7 Toward normative expert systems: The Pathfinder project (context) - Heckerman, Horvitz et al. - 1992
6 Automated decision-analytic diagnosis of thermal performance.. (context) - Breese, Horvitz et al. - 1992
5 Combining qualitative and quantitative computation in a vent.. (context) - Rutledge, Thomsen et al. - 1989
4 The INTERNIST-1/Quick Medical Reference project--status repo.. (context) - Miller, McNeil et al. - 1986
4 Evidential reasoning using likelihood weighting (context) - Shachter, Peot - 1989
3 Architectures and approximation algorithms for probabilistic.. (context) - Chavez - 1990
2 Calculus with Analytic Geometry (context) - Purcell - 1972
2 An overview and approach to inference from iterative simulat.. (context) - Gelman, Rubin - 1991
2 Addendum: Evidential reasoning using stochastic simulation o.. (context) - Pearl - 1987
1 Bureau Standard Appl (context) - von Neumann - 1951
1 An analysis of Monte-Carlo algorithms for probabilistic infe.. (context) - Dagum, Horvitz - 1991
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