- Tytuł:
- Hybrid approach to supporting decision making processes in companies
- Autorzy:
-
Pietruszkiewicz, W.
Twardochleb, M.
Roszkowski, M. - Powiązania:
- https://bibliotekanauki.pl/articles/205657.pdf
- Data publikacji:
- 2011
- Wydawca:
- Polska Akademia Nauk. Instytut Badań Systemowych PAN
- Tematy:
-
data mining
cascade optimization hybrid
parallel classification hybrid
hybrid multicomponent attribute selection - Opis:
- This article presents the advantages of hybrid approach to the support decision making by analyzing three areas of business decision problems, solved by combination of well-known algorithms into the new hybrid constructions: cascade optimization hybrid, parallel classification hybrid and hybrid multicomponent attribute selection. Each of them solved a different problem: the cascade optimization hybrid allowed for finding an extreme of a composite objective function, the parallel classification hybrid was used to choose a proper class through voting, the multicomponent attribute selection robustly chose significant decision variables. A hybrid approach to the problem of supporting the decision making processes is more effective than using each of the component methods alone, even for the sophisticated ones. A combination of several methods with different characteristics and performance makes it possible to take advantages of their strong sides and simultaneously eliminate the weak ones, resulting in a better computational support of decision making.
- Źródło:
-
Control and Cybernetics; 2011, 40, 1; 125-143
0324-8569 - Pojawia się w:
- Control and Cybernetics
- Dostawca treści:
- Biblioteka Nauki
Artykuł