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Communication Dans Un Congrès Année : 2003

Possibility theory and its applications: a retrospective and prospective view

Résumé

This paper provides an overview of possibility theory, emphasizing its historical roots and its recent developments. Possibility theory lies at the crossroads between fuzzy sets, probability and nonmonotonic reasoning. Possibility theory can be cast either in an ordinal or in a numerical setting. Qualitative possibility theory is closely related to belief revision theory, and commonsense reasoning mith exception-tainted knowledge in Artificial Intelligence. It bas been axiomatically justified in a decision-theoretic framework in the style of Savage, thus providing a foundation for qualitative decision theory. Quantitative possibility theory is the simplest framework for statistical reasoning with imprecise probabilities. As such il bas close connections with random set theory and confidence intervals, and can provide a tool for uncertainty propagation with limited statistical or subjective information
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Dates et versions

hal-03373370 , version 1 (11-10-2021)

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Didier Dubois, Henri Prade. Possibility theory and its applications: a retrospective and prospective view. 12th IEEE International Conference on Fuzzy Systems (FUZZ 2003), May 2003, St. Louis, Missouri, United States. pp.3-11, ⟨10.1109/FUZZ.2003.1209314⟩. ⟨hal-03373370⟩
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