Beyond tree-shaped credal probabilistic circuits

DOI10.1016/j.ijar.2023.109047MaRDI QIDQ6577657

Tijn Centen, Thomas Krak, Cassio P. de Campos, David R. Montalván Hernández, Erik Quaeghebeur

Publication date: 24 July 2024

Published in: International Journal of Approximate Reasoning (Search for Journal in Brave)

zbMATH Keywords

graphical modelsimprecise probabilitiesexact inferencegenerative modelssum-product networkscredal probabilistic circuits

Mathematics Subject Classification ID

Reasoning under uncertainty in the context of artificial intelligence (68T37)

Cites Work

• Robustifying sum-product networks
• Handling epistemic and aleatory uncertainties in probabilistic circuits
• On the hardness of approximate reasoning
• Introduction to Imprecise Probabilities
• Probabilistic Inference in Credal Networks: New Complexity Results
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