Title :
Frontier assignment method for sensitivity analysis of data envelopment analysis
Author :
Naito, Akio ; Aoki, Shingo ; Tsuji, Hiroshi
Author_Institution :
Dept. of Comput. Sci. & Intell. Syst., Osaka Prefecture Univ., Osaka, Japan
Abstract :
To extend the sensitivity analysis for DEA (Data Envelopment Analysis), this paper proposes FA-DEA (Frontier Assignment based DEA). The basic idea of FA-DEA is to allow decision maker to decide frontier intentionally while the fundamental DEA and super-DEA decides frontier computationally. Then FA-DEA provides chances to exclude extra-influential DMU (Decision Making Unit) and finds extra-ordinal DMU. Therefore, FA-DEA has the opportunities to find valuable information from a variety of viewpoints. Simple numerical study has shown the effectiveness of FA-DEA as a data mining tool and the difference from the traditional sensitivity analysis.
Keywords :
data envelopment analysis; decision making; sensitivity analysis; data envelopment analysis; decision making unit; frontier assignment; sensitivity analysis; Computational intelligence; Computer science; Cybernetics; Data envelopment analysis; Data mining; Decision making; Intelligent systems; Risk analysis; Sensitivity analysis; USA Councils; Data Envelopment Analysis; Data Mining; Decision Making Support; Linear Programming; Risk Finding; Sensitivity Analysis;
Conference_Titel :
Systems, Man and Cybernetics, 2009. SMC 2009. IEEE International Conference on
Conference_Location :
San Antonio, TX
Print_ISBN :
978-1-4244-2793-2
Electronic_ISBN :
1062-922X
DOI :
10.1109/ICSMC.2009.5346331