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क्षेत्रसॉफ्ट कंप्यूटिंगसॉफ्ट कंप्यूटिंग
परिवारBayesian methodsMachine learning
उद्भव वर्ष19911988
प्रवर्तकPeter WalleyLotfi Zadeh; Didier Dubois & Henri Prade
प्रकारSet-valued probability modelUncertainty quantification framework
मौलिक स्रोतWalley, P. (1991). Statistical Reasoning with Imprecise Probabilities. Chapman & Hall. ISBN: 978-0-412-28660-5Dubois, D., & Prade, H. (1988). Possibility Theory: An Approach to Computerized Processing of Uncertainty. Plenum Press. ISBN: 978-0-306-42520-2
उपनामLower-Upper Probability, Robust Bayesian Analysis, Credal Set Theory, Belirsiz OlasılıkFuzzy Possibility Theory, Possibilistic Reasoning, Olasılık Teorisi (Bulanık), Possibility Distribution Theory
संबंधित33
सारांशImprecise probability is a generalization of standard probability theory that represents epistemic uncertainty through sets of probability measures, called credal sets, rather than a single precise distribution. Introduced systematically by Peter Walley in his 1991 monograph, the framework characterizes beliefs via lower and upper probabilities (or previsions), bracketing the range of plausible probability assignments when available information is insufficient to determine a unique measure.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.
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ScholarGateविधियों की तुलना करें: Imprecise Probability · Possibility Theory. 2026-06-17 को यहाँ से प्राप्त https://scholargate.app/hi/compare