O wykorzystaniu analizy głównych składowych w metodzie data envelopment analysis
About using principal component analysis in data envelopment analysis
Author(s): Anna DomagałaSubject(s): Economy
Published by: Wydawnictwo Uniwersytetu Ekonomicznego we Wrocławiu
Keywords: efficiency; DEA; PCA
Summary/Abstract: The article presents a comparison of two selected methods of PCA-DEA which are a connection of Principal Component Analysis (PCA) and Data Envelopment Analysis (DEA). The aim of PCA-DEA methods is to improve the results of a traditional DEA which discriminatory power weakens when the number of variables that describe objects increases and/or when the number of objects decreases. The results of a traditional DEA and PCA-DEA were compared in case of correct and too small group of studied objects. Real and simulated data sets were used.
Journal: Prace Naukowe Uniwersytetu Ekonomicznego we Wrocławiu
- Issue Year: 2014
- Issue No: 328
- Page Range: 254-263
- Page Count: 10
- Language: Polish
