- Tytuł:
- FAMILIES OF CLASSIFIERS – APPLICATION IN DATA
- Autorzy:
-
Grzybowska, Urszula
Karwański, Marek - Tematy:
-
random forests
gradient boosting
DEA
rating classes
variable selection
ranking
high rated portfolio - Pokaż więcej
- Wydawca:
- Szkoła Główna Gospodarstwa Wiejskiego w Warszawie. Katedra Ekonometrii i Statystyki
- Powiązania:
- https://bibliotekanauki.pl/articles/453604.pdf Link otwiera się w nowym oknie
- Opis:
- Economic description of firms and companies is based on a number of indicators. The indicators are related to each other and can be considered only in a specific context. Regression models allow for such approach. Unfortunately, the problems we deal with are usually nonlinear and the choice of relevant information is very difficult. The aim of the paper is to present a method of variable selection based on random forest and gradient boosting approach and its application to companies ranking in DEA method. The results will be compared with the ordering obtained using expert supported approach for variable selection in DEA.
- Dostawca treści:
- Biblioteka Nauki
Artykuł