A Differential Approach for Staged Trees

DOI10.1007/978-3-319-20807-7_31zbMath1465.62111OpenAlexW2396441702MaRDI QIDQ3451192

Christiane Görgen, Manuele Leonelli, James Q. Smith

Publication date: 10 November 2015

Published in: Lecture Notes in Computer Science (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/978-3-319-20807-7_31

Mathematics Subject Classification ID

Reasoning under uncertainty in the context of artificial intelligence (68T37) Probabilistic graphical models (62H22)

Related Items (8)

Testing the fit of relational models ⋮ A symbolic algebra for the computation of expected utilities in multiplicative influence diagrams ⋮ Coherent combination of probabilistic outputs for group decision making: an algebraic approach ⋮ Equivalence classes of staged trees ⋮ Discovery of statistical equivalence classes using computer algebra ⋮ Sensitivity analysis in multilinear probabilistic models ⋮ Sensitivity analysis beyond linearity ⋮ A geometric characterization of sensitivity analysis in monomial models

Cites Work

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• Conditional independence and chain event graphs
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• Equivalence classes of staged trees
• Refining a Bayesian network using a chain event graph
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• An extension of the differential approach for Bayesian network inference to dynamic Bayesian networks
• Bayesian Decision Analysis
• A differential approach to inference in Bayesian networks
• Approximating Credal Network Inferences by Linear Programming
• A new method for efficient symbolic propagation in discrete Bayesian networks
• Graphical models

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