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Belief Rule Base (BRB)×데مبر스터-셰퍼 증거 이론×
분야소프트 컴퓨팅소프트 컴퓨팅
계열Machine learningMachine learning
기원 연도20061976
창시자Jian-Bo Yang et al.Arthur P. Dempster & Glenn Shafer
유형Expert-system inference with belief distributionsUncertainty calculus for combining evidence
원전Yang, 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 ↗
별칭RIMER, Belief Rule-Based System, BRB System, İnanç Kural Tabanlı Çıkarımevidence theory, belief functions, evidential reasoning, Dempster-Shafer kanıt teorisi
관련34
요약Belief 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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