TY - JOUR
T1 - Handling negative data in slacks-based measure data envelopment analysis models
AU - Tone, Kaoru
AU - Chang, Tsung Sheng
AU - Wu, Chen Hui
PY - 2019/1/1
Y1 - 2019/1/1
N2 - This paper proposes slacks-based measure (SBM) data envelopment analysis (DEA) models that handle negative data. Unlike existing negative data allowable DEA models, the proposed SBM DEA models are consistent with ordinary SBM models and units invariant, they handle various types of returns to scale, and they avoid division by zero. These new SBM DEA models transform original negative inputs and outputs into positive counterparts based on a newly defined “base point”. Hence, these models are referred to as the BP-SBM DEA models. In addition to the basic BP-SBM DEA models, this research further develops data-oriented and application-oriented BP-SBM DEA-type models for different application problems involving negative data. Numerical examples are provided to illustrate various aspects and implementation details of these models.
AB - This paper proposes slacks-based measure (SBM) data envelopment analysis (DEA) models that handle negative data. Unlike existing negative data allowable DEA models, the proposed SBM DEA models are consistent with ordinary SBM models and units invariant, they handle various types of returns to scale, and they avoid division by zero. These new SBM DEA models transform original negative inputs and outputs into positive counterparts based on a newly defined “base point”. Hence, these models are referred to as the BP-SBM DEA models. In addition to the basic BP-SBM DEA models, this research further develops data-oriented and application-oriented BP-SBM DEA-type models for different application problems involving negative data. Numerical examples are provided to illustrate various aspects and implementation details of these models.
KW - BP-SBM
KW - Data envelopment analysis
KW - Division by zero irrationality
KW - Negative data
KW - Slacks-based measure
UR - http://www.scopus.com/inward/record.url?scp=85073825817&partnerID=8YFLogxK
U2 - 10.1016/j.ejor.2019.09.055
DO - 10.1016/j.ejor.2019.09.055
M3 - Article
AN - SCOPUS:85073825817
SN - 0377-2217
VL - 282
SP - 926
EP - 935
JO - European Journal of Operational Research
JF - European Journal of Operational Research
IS - 3
ER -