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संभावना सिद्धांत×डेम्पस्टर-शेफ़र साक्ष्य का सिद्धांत×
क्षेत्रसॉफ्ट कंप्यूटिंगसॉफ्ट कंप्यूटिंग
परिवारMachine learningMachine learning
उद्भव वर्ष19881976
प्रवर्तकLotfi Zadeh; Didier Dubois & Henri PradeArthur P. Dempster & Glenn Shafer
प्रकारUncertainty quantification frameworkUncertainty calculus for combining evidence
मौलिक स्रोतDubois, D., & Prade, H. (1988). Possibility Theory: An Approach to Computerized Processing of Uncertainty. Plenum Press. ISBN: 978-0-306-42520-2Dempster, A. P. (1967). Upper and lower probabilities induced by a multivalued mapping. The Annals of Mathematical Statistics, 38(2), 325–339. DOI ↗
उपनामFuzzy Possibility Theory, Possibilistic Reasoning, Olasılık Teorisi (Bulanık), Possibility Distribution Theoryevidence theory, belief functions, evidential reasoning, Dempster-Shafer kanıt teorisi
संबंधित34
सारांशPossibility 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.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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ScholarGateविधियों की तुलना करें: Possibility Theory · Dempster-Shafer Theory. 2026-06-20 को यहाँ से प्राप्त https://scholargate.app/hi/compare