Fuzzification of probabilistic objects
- 10.2991/eusflat.2013.10How to use a DOI?
- domain of probability cogenerator classical probability theory fuzzy probability theory D-poset sub-D-poset fuzzification category of D-posets of fuzzy sets divisible D-poset effect algebra observable probability measure probability integral MV-algebra bold algebra Lukasiewicz tribe classical probab
A categorical approach to probability allows to put basic notions of probability into a broader mathematical perspective, to evaluate their roles, and mutual relationships. Classical probability theory and fuzzy probability theory lead to two particular categories and their relationship (in categorical terms) enable us to understand and explicitly formulate the difference between them. Using our previous results, we show that the category ID of D-posets of fuzzy sets provides a framework in which the transition from classical to fuzzy probability theory is the consequence of some natural assumptions imposed on classical notions. Probability domains are constructed via suitable cogenerators and we study the transition in terms of the fuzzification of classical Boolean cogenerator. We introduce two categories CP and FP of probability spaces and observables corresponding to the classical probability theory and the fuzzy probability theory, respectively. We show that CP is isomorphic to a subcategory of FP.
- © 2013, the Authors. Published by Atlantis Press.
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Cite this article
TY - CONF AU - Martin Papco PY - 2013/08 DA - 2013/08 TI - Fuzzification of probabilistic objects BT - Proceedings of the 8th conference of the European Society for Fuzzy Logic and Technology (EUSFLAT-13) PB - Atlantis Press SP - 67 EP - 71 SN - 1951-6851 UR - https://doi.org/10.2991/eusflat.2013.10 DO - 10.2991/eusflat.2013.10 ID - Papco2013/08 ER -