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Factorisation of Probability Trees and its Application to Inference in Bayesian Networks.

, , , and . Probabilistic Graphical Models, (2002)

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MPE Computation in Bayesian Networks Using Mini-Bucket and Probability Trees Approximation., , , and . Int. J. Uncertain. Fuzziness Knowl. Based Syst., 28 (5): 785-805 (2020)Epistemic irrelevance on sets of desirable gambles.. Ann. Math. Artif. Intell., 45 (1-2): 197-214 (2005)Uncertainty Management Using Probability Intervals., , and . IPMU, volume 945 of Lecture Notes in Computer Science, page 190-199. Springer, (1994)A Monte Carlo Algorithm for Combining Dempster-Shafer Belief Based on Approximate Pre-computation., and . ESCQARU, volume 1638 of Lecture Notes in Computer Science, page 305-315. Springer, (1999)Binary Probability Trees for Bayesian Networks Inference., , and . ECSQARU, volume 5590 of Lecture Notes in Computer Science, page 180-191. Springer, (2009)Dynamic Importance Sampling Computation in Bayesian Networks., and . ECSQARU, volume 2711 of Lecture Notes in Computer Science, page 137-148. Springer, (2003)Mixtures of Truncated Exponentials in Hybrid Bayesian Networks., , and . ECSQARU, volume 2143 of Lecture Notes in Computer Science, page 156-167. Springer, (2001)A Bayesian stochastic search method for discovering Markov boundaries., and . Knowl. Based Syst., (2012)Imprecise Probability in Graphical Models: Achievements and Challenges.. ECSQARU, volume 3571 of Lecture Notes in Computer Science, page 1-2. Springer, (2005)Approximate Factorisation of Probability Trees., , , and . ECSQARU, volume 3571 of Lecture Notes in Computer Science, page 51-62. Springer, (2005)