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Dempster-Shafer Theory of Evidence×粒計算(情報粒化)×
分野ソフトコンピューティングソフトコンピューティング
系統Machine learningMachine learning
提唱年19761997
提唱者Arthur P. Dempster & Glenn ShaferLotfi A. Zadeh (information granulation); developed by Pedrycz, Skowron, Yao
種類Uncertainty calculus for combining evidenceFramework for multi-granularity information processing
原典Dempster, A. P. (1967). Upper and lower probabilities induced by a multivalued mapping. The Annals of Mathematical Statistics, 38(2), 325–339. DOI ↗Zadeh, L. A. (1997). Toward a theory of fuzzy information granulation and its centrality in human reasoning and fuzzy logic. Fuzzy Sets and Systems, 90(2), 111–127. DOI ↗
別名evidence theory, belief functions, evidential reasoning, Dempster-Shafer kanıt teorisiinformation granulation, computing with granules, three-way granular computing, tanecikli hesaplama
関連43
概要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.Granular computing is a problem-solving paradigm that processes information in 'granules' — clumps of objects drawn together by indistinguishability, similarity, or functionality — rather than at the level of individual data points. Articulated by Lotfi Zadeh in 1997 as fuzzy information granulation and developed into a broad framework, it provides a unifying umbrella over fuzzy sets, rough sets, and interval methods, letting analysis move to whichever level of detail a problem actually requires.
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ScholarGate手法を比較: Dempster-Shafer Theory · Granular Computing. 2026-06-19に以下より取得 https://scholargate.app/ja/compare