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Cơ sở Luật Niềm tin (RIMER)×Lý thuyết bằng chứng Dempster-Shafer×
Lĩnh vựcTính toán mềmTính toán mềm
HọMachine learningMachine learning
Năm ra đời20061976
Người khởi xướngJian-Bo Yang et al.Arthur P. Dempster & Glenn Shafer
LoạiExpert-system inference with belief distributionsUncertainty calculus for combining evidence
Công trình gốcYang, J.-B., Liu, J., Wang, J., Sii, H.-S., & Wang, H.-W. (2006). Belief rule-base inference methodology using the evidential reasoning approach—RIMER. IEEE Transactions on Systems, Man, and Cybernetics—Part A, 36(2), 266–285. DOI ↗Dempster, A. P. (1967). Upper and lower probabilities induced by a multivalued mapping. The Annals of Mathematical Statistics, 38(2), 325–339. DOI ↗
Tên gọi khácRIMER, Belief Rule-Based System, BRB System, İnanç Kural Tabanlı Çıkarımevidence theory, belief functions, evidential reasoning, Dempster-Shafer kanıt teorisi
Liên quan34
Tóm tắtBelief Rule Base (BRB), introduced by Yang et al. in 2006 under the RIMER framework, is an expert-system inference methodology that extends classical if-then rules by attaching belief degree distributions to rule consequents. It combines rule-based reasoning with the Evidential Reasoning (ER) approach, enabling the representation and propagation of uncertainty, incompleteness, and vagueness in complex decision problems across engineering, risk assessment, and management domains.Dempster-Shafer theory is a mathematical framework for reasoning under uncertainty that generalizes Bayesian probability by representing ignorance explicitly. Instead of forcing a single probability on each hypothesis, it assigns belief mass to sets of hypotheses and derives a belief-plausibility interval, and it provides Dempster's rule for fusing evidence from multiple independent sources. Developed from Arthur Dempster's 1967 work and Glenn Shafer's 1976 monograph, it underpins evidential reasoning and sensor/decision fusion.
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ScholarGateSo sánh phương pháp: Belief Rule Base · Dempster-Shafer Theory. Truy cập ngày 2026-06-20 từ https://scholargate.app/vi/compare