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可能性理論×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19881997
提唱者Lotfi Zadeh; Didier Dubois & Henri PradeLotfi A. Zadeh (information granulation); developed by Pedrycz, Skowron, Yao
種類Uncertainty quantification frameworkFramework for multi-granularity information processing
原典Dubois, D., & Prade, H. (1988). Possibility Theory: An Approach to Computerized Processing of Uncertainty. Plenum Press. ISBN: 978-0-306-42520-2Zadeh, 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Fuzzy Possibility Theory, Possibilistic Reasoning, Olasılık Teorisi (Bulanık), Possibility Distribution Theoryinformation granulation, computing with granules, three-way granular computing, tanecikli hesaplama
関連33
概要Possibility Theory is a mathematical framework for representing and reasoning under uncertainty, introduced by Lotfi Zadeh in 1978 and systematically developed by Didier Dubois and Henri Prade in their 1988 monograph. It uses possibility distributions — functions assigning a degree in [0,1] to each element of a universe — to encode what is plausible or consistent with available information, complementing probability theory for situations where data is scarce or knowledge is imprecise.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: Possibility Theory · Granular Computing. 2026-06-15に以下より取得 https://scholargate.app/ja/compare