Результаты исследований: Научные публикации в периодических изданиях › статья › Рецензирование
Fuzzy Models As a Formalization of Expert’s Evaluative Knowledge. / Yakhyaeva, G. E.; Palchunova, O. D.
в: Pattern Recognition and Image Analysis, Том 33, № 3, 09.2023, стр. 529-535.Результаты исследований: Научные публикации в периодических изданиях › статья › Рецензирование
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TY - JOUR
T1 - Fuzzy Models As a Formalization of Expert’s Evaluative Knowledge
AU - Yakhyaeva, G. E.
AU - Palchunova, O. D.
N1 - Публикация для корректировки.
PY - 2023/9
Y1 - 2023/9
N2 - Evaluative knowledge of an object domain can be represented not only as an objective (statistical) probability, but also as a subjective (expert) probability. Expert evaluations may be incomplete and uncoordinated with each other. An instrument is needed to check the coordination of expert knowledge. The paper presents a formalization of the subjective interpretation of probability in the language of the theory of fuzzy models. This allows us to formulate coordination criteria for evaluative knowledge obtained from experts. Various properties of coordinated evaluative knowledge are described, the concept of a minimal fuzzy model coordinated with a given evaluative knowledge is considered, and the uniqueness criteria for such a model are investigated.
AB - Evaluative knowledge of an object domain can be represented not only as an objective (statistical) probability, but also as a subjective (expert) probability. Expert evaluations may be incomplete and uncoordinated with each other. An instrument is needed to check the coordination of expert knowledge. The paper presents a formalization of the subjective interpretation of probability in the language of the theory of fuzzy models. This allows us to formulate coordination criteria for evaluative knowledge obtained from experts. Various properties of coordinated evaluative knowledge are described, the concept of a minimal fuzzy model coordinated with a given evaluative knowledge is considered, and the uniqueness criteria for such a model are investigated.
KW - coordination of knowledge
KW - evaluative knowledge
KW - fuzzy model
KW - subjective probability
UR - https://www.scopus.com/record/display.uri?eid=2-s2.0-85172864003&origin=inward&txGid=b2681a11878a54c306096557d89cb2a8
UR - https://www.mendeley.com/catalogue/b430e762-b83f-3faf-a169-1d41b7149a92/
U2 - 10.1134/S105466182303046X
DO - 10.1134/S105466182303046X
M3 - Article
VL - 33
SP - 529
EP - 535
JO - Pattern Recognition and Image Analysis
JF - Pattern Recognition and Image Analysis
SN - 1054-6618
IS - 3
ER -
ID: 59553710