TY - JOUR
T1 - A lexicographic radial projection onto the efficient frontier in Data Envelopment Analysis
AU - Korhonen, Pekka J.
AU - Dehnokhalaji, Akram
AU - Nasrabadi, Nasim
PY - 2018/3/16
Y1 - 2018/3/16
N2 - A well-known problem of using radial projection in Data Envelopment Analysis (DEA) is that the solution may be only weakly efficient—not necessarily efficient. Our aim is to overcome this drawback by developing a lexicographic approach to projecting radially any unit onto the efficient frontier—not only onto the weakly efficient frontier. The approach is based on the idea to apply radial projection by stepwise dropping component(s) from the radial projection vector until the efficient frontier is reached. The approach has two main differences compared to the traditional approach: (1) the target unit on the efficient frontier is found in the spirit of radial projection and (2) the (in)efficiency score is not necessarily the same for all controllable variables. A numerical illustration and an empirical example are used to demonstrate the approach.
AB - A well-known problem of using radial projection in Data Envelopment Analysis (DEA) is that the solution may be only weakly efficient—not necessarily efficient. Our aim is to overcome this drawback by developing a lexicographic approach to projecting radially any unit onto the efficient frontier—not only onto the weakly efficient frontier. The approach is based on the idea to apply radial projection by stepwise dropping component(s) from the radial projection vector until the efficient frontier is reached. The approach has two main differences compared to the traditional approach: (1) the target unit on the efficient frontier is found in the spirit of radial projection and (2) the (in)efficiency score is not necessarily the same for all controllable variables. A numerical illustration and an empirical example are used to demonstrate the approach.
UR - https://linkinghub.elsevier.com/retrieve/pii/S0377221717307816
U2 - 10.1016/j.ejor.2017.08.050
DO - 10.1016/j.ejor.2017.08.050
M3 - Article
SN - 0377-2217
VL - 265
SP - 1005
EP - 1012
JO - European Journal of Operational Research
JF - European Journal of Operational Research
IS - 3
ER -