- Tytuł:
- A Fuzzy System with ε-insensitive Learning of Premises and Consequences of if-then Rules
- Autorzy:
-
Łęski, J. M.
Czogała, T. - Powiązania:
- https://bibliotekanauki.pl/articles/908547.pdf
- Data publikacji:
- 2005
- Wydawca:
- Uniwersytet Zielonogórski. Oficyna Wydawnicza
- Tematy:
-
system rozmyty
zdolność uogólnienia
modelowanie rozmyte
fuzzy system
generalization ability
extraction of fuzzy if-then rules
global ε-insensitive learning
local ε-insensitive learning - Opis:
- First, a fuzzy system based on if-then rules and with parametric consequences is recalled. Then, it is shown that the global and local ε-insensitive learning of the above fuzzy system may be presented as a combination of both an ε-insensitive gradient method and solving a system of linear inequalities. Examples are given of using the introduced method to design fuzzy models of real-life data. Simulation results show an improvement in the generalization ability of a fuzzy system trained by the new method compared with the traditional and other ε-insensitive learning methods.
- Źródło:
-
International Journal of Applied Mathematics and Computer Science; 2005, 15, 2; 257-273
1641-876X
2083-8492 - Pojawia się w:
- International Journal of Applied Mathematics and Computer Science
- Dostawca treści:
- Biblioteka Nauki
Artykuł