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DEA Models for Extended Two-Stage Network Structures

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TLDR
Two models are proposed to evaluate the performance of this type general two-stage network structures where all outputs of the first stage are the only inputs to the second stage, and a non-cooperative model, in which one of the stages is regarded as the leader and the other is the follower.
Abstract
This chapter discusses DEA modeling technique for a two-stage network process where the inputs of the second stage include both the outputs from the first stage and additional inputs to the second stage. Two models are proposed to evaluate the performance of this type two-stage network structures. One is a non-linear centralized model whose global optimal solutions can be estimated using a heuristic search procedure. The other is a non-cooperative model, in which one of the stages is regarded as the leader and the other is the follower. The newly developed models are illustrated with a case of regional R&D of China.

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Citations
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Journal ArticleDOI

R&D innovation efficiency of Chinese high-tech industries: Three-stage network approach with fairness consideration

TL;DR: Recently, innovation evaluation has played an increasingly important role in the development of high-tech industry and the enhancement of international competitiveness.
Journal ArticleDOI

The Synthetic Efficiency Measures of the Chinese Commercial Bank System with Bad Loans and Reserve Using Two-Stage DEA Model

TL;DR: In this paper, a two-stage centralized and non-cooperative DEA approach was used to disaggregate, evaluate and test the 16 major Chinese commercial banks in 2012 with the consideration of undesirable/bad output and reserve, and the main findings of this study are as follows: i) the noncooperative model may overestimate the efficiency of ignore the relationship between the traditional stage and financial innovation stage or disagree with the real bank operation.

Financial Assessment of Banks and Financial Institutes in Stock Exchange by Means of an Enhanced Two stage DEA Model

TL;DR: In this article, the authors proposed a new two-stage BAM model and further evaluated the banks and financial institutes in Tehran stock exchange by considering the financial ratios, which is the main feature of this method is that this methodology evaluate firms by considering multiple inputs and outputs.
Journal ArticleDOI

Modelling Bank Performance: A Novel Fuzzy Two-Stage DEA Approach

TL;DR: In this article, the authors evaluated the banks' performance due to their crucial role in the economic development of each country and evaluated their performance using data envelopment analysis (DEA).
Journal ArticleDOI

Efficiency evaluation of a three-stage leader-follower model by data envelopment analysis with double-frontier viewpoint

TL;DR: Attempts have been made to present the goals of the managers in the models of a three-stage network with optimal desirable and undesirable inputs and outputs, and a heuristic approach is suggested to convert the nonlinear models into linear ones.
References
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Journal ArticleDOI

Measuring the efficiency of decision making units

TL;DR: A nonlinear (nonconvex) programming model provides a new definition of efficiency for use in evaluating activities of not-for-profit entities participating in public programs and methods for objectively determining weights by reference to the observational data for the multiple outputs and multiple inputs that characterize such programs.
BookDOI

Handbook on data envelopment analysis

TL;DR: In this article, the authors present DEA Software Tools and Technology: A State-of-the-Art Survey with DEA Estimators and their Applications in Data Envelopment Analysis.
Journal ArticleDOI

Efficiency and cross-efficiency in DEA: derivations, meanings and uses

TL;DR: A neglected aspect of Data Envelopment Analysis: cross-efficiency is examined, and an intuitive understanding of cross- efficiency is ground in the concept of peer-appraisal, as opposed to self-appRAisal implied by simple efficiency.
Journal ArticleDOI

Efficiency decomposition in two-stage data envelopment analysis: an application to non-life insurance companies in taiwan

TL;DR: The relational model developed in this paper is more reliable in measuring the efficiencies and consequently is capable of identifying the causes of inefficiency more accurately.
Journal ArticleDOI

Network DEA: A slacks-based measure approach

TL;DR: A slacks-based network DEA model is proposed, called Network SBM, that can deal with intermediate products formally and evaluate divisional efficiencies along with the overall efficiency of decision making units (DMUs).
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