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Generalized Data Envelopment Analysis Method by Using Sample Units

Zhanxin Ma, MA Sheng-yun

Open publisher page 4 citations

Abstract

Traditional DEA method is evaluation method based on a self-assessment system, decision-makers can not choose a frame of reference freely.In order to solve the DEA method can also based on self-assessment system and other frame of reference for evaluation,the concept of the generalized DEA efficiency is presented at first.Then a class of generalized data envelopment analysis models based on the sample units are given,including generalized DEA model for input-oriented and output-oriented situation,and generalized additive DEA model.Finally,the relationship between these models and the traditional DEA models is analyzed,the relationship between the generalized DEA efficiency and corresponding Pareto efficiency of multi-objective programming is explored,and the property of projection and the method of ranking decision making units are given.

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What this paper is about

Traditional DEA method is evaluation method based on a self-assessment system, decision-makers can not choose a frame of reference freely.In order to solve the DEA method can also based on self-assessment system and other frame of reference for evaluation,the concept of the generalized DEA efficiency is presented at first.Then a class of generalized data envelopment analysis models based on the sample units are given,including generalized DEA model for input-oriented and output-oriented situation,and generalized additive DEA model.Finally,the relationship between these models and the traditional DEA models is analyzed,the relationship between the generalized DEA efficiency and corresponding Pareto efficiency of multi-objective programming is explored,and the property of projection and the method of ranking decision making units are given.

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Available abstract

Traditional DEA method is evaluation method based on a self-assessment system, decision-makers can not choose a frame of reference freely.In order to solve the DEA method can also based on self-assessment system and other frame of reference for evaluation,the concept of the generalized DEA efficiency is presented at first.Then a class of generalized data envelopment analysis models based on the sample units are given,including generalized DEA model for input-oriented and output-oriented situation,and generalized additive DEA model.Finally,the relationship between these models and the traditional DEA models is analyzed,the relationship between the generalized DEA efficiency and corresponding Pareto efficiency of multi-objective programming is explored,and the property of projection and the method of ranking decision making units are given.

Key concepts: Data envelopment analysis, Ranking (information retrieval), Sample (material), Computer science, Projection (relational algebra), Frame (networking), Mathematical optimization, Mathematics

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