Bounding probabilistic relationships in Bayesian networks using qualitative influences: methods and applications

2003/10/25 by Chao-Lin Liu, Michael P. Wellman · 8 citations
Computer Science · Decision Sciences · Mathematics · #Abstraction #Algorithm #Artificial intelligence #Bayesian Modeling and Causal Inference #Bayesian network #Bayesian probability #Bounding overwatch #Computer science #Data Quality and Management #Logic, Reasoning, and Knowledge #Mathematical optimization #Mathematics #Path (computing) #Probabilistic logic #Qualitative analysis #Qualitative research #Random variable #Statistics #Theoretical computer science

paper · pdf · doi:10.1016/j.ijar.2003.06.002

published in International Journal of Approximate Reasoning 36(1), 31-73 (Elsevier BV)

openalex publication_date 2003/10/25 · crossref created 2003/10/25 · crossref issued 2004/04/01 · crossref published 2004/04/01 · crossref published-print 2004/04/01 · crossref deposited 2020/03/26 · crossref indexed 2025/03/24 · openalex created_date 2025/10/10 · openalex updated_date 2026/07/31

Citations

• Path Planning under Time-Dependent Uncertainty
• Refining Reasoning in Qualitative Probabilistic Networks
• Context-Specific Approximation in Probabilistic Inference
• Expectation Propagation for approximate Bayesian inference
• Approximating probabilistic inference in Bayesian belief networks is NP-hard
• An optimal approximation algorithm for Bayesian inference
• A General Algorithm for Approximate Inference and its Application to Hybrid Bayes Nets
• Enhancing QPNs for Trade-off Resolution
• A note on two problems in connexion with graphs

Cited by

• Granular computing [wikipedia]