• Title/Summary/Keyword: DEA기법

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A Study on the Analysis of Relative Efficiency of Logistics Facilities in Korea (DEA기법을 이용한 한국 물류시설의 효율성 분석)

  • Lee, Kwangbae;Choi, Yongseok
    • Journal of Korea Port Economic Association
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    • v.29 no.2
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    • pp.159-171
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    • 2013
  • This paper aims to analyse the relative efficiency of logistics facilities and suggest the policy alternatives for exploring and activating them. This study also divides the logistics facilities into airport terminals, logistics complexes, container terminals, and trucking freight terminals. For this purpose, the CCR-DEA as well as the BCC-DEA techniques are employed to show which part explains the primary cause of inefficiencies of each DMU(Decision Making Unit). The empirical results indicate that the efficiency of logistics complex is the lowest of all, while freight trucking terminal has the highest efficiency. This study also reveals that operation inefficiency is greater than scale inefficiency in most of DMUs, showing that much more effort be done for alleviating the cost resulting from irrational management.

Multi-criteria Decision Making Method for Developing Greenhouse Gas Technologies Strategically Considering Scale Efficiency: AHP/DEA CCR-I and BCC-I Integrated model Approach (규모의 경제성을 고려한 전략적 온실가스저감기술 개발을 위한 다기준의사결정기법: AHP/DEA CCR-I 및 BCC-I 혼합모형 적용)

  • Lee, Seong-Kon;Mogi, Gento;Kim, Jong-Wook
    • Transactions of the Korean hydrogen and new energy society
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    • v.19 no.6
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    • pp.552-560
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    • 2008
  • In 1997, Korean government established the National Energy and Resources Plan, which targeted from 1997 to 2005 with strategic energy technology development. At the end of 2005, Korean government built a New National Energy and Resources Plan preparing for upcoming 10 years from 2006 until 2015 based on energy technology trees comparing with the previous plan, which based on the energy R&D projects. In this research, we prioritize the relative preferences and efficiency by an AHP/DEA CCR-I and BCC-I integrated model approach considering scale efficiency for well focused R&D and efficiency of developing Greenhouse Gas technologies as an extended research from a view point of econometrics as an extended research.

Coordinated Multiple Reservoir Operation Using a DEA-based Ranking Procedure (DEA기반 순위결정 절차를 활용한 저수지군 연계운영)

  • Jeon, Seung-Mok;Kim, Sheung-Kown
    • Proceedings of the Korea Water Resources Association Conference
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    • 2007.05a
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    • pp.2089-2093
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    • 2007
  • 저수지군 연계운영 문제는 서로 상충되는 목적들이 존재하고, 다양한 평가 기준들이 존재하는 다목적 특성을 갖는 문제이다. 때문에 저수지군 연계운영 문제에 다중목적계획법이 많이 사용되고 있으나 문제의 해결을 위해 사용한 다수의 목적간의 가중치 설정에 의사결정자의 주관적요소가 반영 될 수도 있고, 설정된 가중치에 따라 결과 값이 민감하게 반응하여 의사결정자가 바람직한 가중치 설정에 어려움이 있다. 본 연구의 목적은 다중 목적 특성이 존재하는 저수지군 연계운영 문제에 다요소 의사결정기법 적용하여 바람직한 저수지별 저수 가중치를 선정하는 방법을 제안하는 것이다. 제안하는 저수 가중치 선정 절차는, 우선 GA-CoMOM (Genetic-Algorithm Coordinate Multi-reservoir Operation Model)을 통해 수계 전체 관점에서 저수량과 발전량의 상충되는 목적에 대한 파레토 최적해와 각 최적해에 해당하는 저수지별 저수 가중치를 도출한다. 다음 단계로 다요소 의사결정기법중에 하나인 수정된 거리척도 기반의 DEA 순위 선정 절차를 이용하여 도출된 최적해들의 운영 결과를 평가하여 파레토 최적해군 중에 선호해를 결정하고, 결정된 선호해의 저수지별 저수 가중치를 해당 기간의 저수 가중치로 선정한다. 설명한 선호 가중치 선정 절차를 금강 수계에 적용해 보고 저수지 연계운영에서 바람직한 가중치를 도출할 수 있음을 보인다.

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Evaluating the Efficiency of Information Security Organizations in Public Sector Using DEA Models (공공부문 정보보호 담당 조직의 운영 효율성 평가 -자료포락분석 기법을 중심으로)

  • Park, Tea-Hyoung;Yoon, Ki-Chan;Moon, Sin-Yong;Lim, Jong-In
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.20 no.6
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    • pp.209-220
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    • 2010
  • Evaluating performance in public sector aims to enhance the efficiency of organizations. Evaluating the efficiency which is the ratio between input and output, organizations set directions of improvement. This research applied Data Envelopment Analysis(DEA) useful to evaluating the efficiency of organizations in public sector. Decision Making Units(DMU) of this research are 21 Information Security Organizations of departments/agencies. As the results, the mean of efficiency score of 21 DMUs is a little more than 50%. Means of departments(8 DMUs) and agencies/committees(11 DMUs) are similar to the total efficiency score. For these results, the decision makers of the information security organizations in public sector have to strive to improve the inefficiency.

An Investment Strategy for Construction Companies using DEA-Markowitz's Model (DEA-마코위츠 결합 모형을 이용한 건설업종 투자 전략)

  • Ryu, Jaepil;Shin, Hyun Joon
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.14 no.2
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    • pp.899-904
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    • 2013
  • This paper proposes an efficient portfolio selection methodology for the listed construction corporations in KOSPI and KOSDAQ. For the construction industrial sector classified by KRX(Korea Exchange), the proposed method carries out an efficiency analysis using DEA (Data envelopment analysis) approach and for the efficient corporations filtered by DEA, construct portfolio using Markowitz's Model. In order to show the effectiveness of the proposed method, we constructed annually portfolios for 5 years (2007-2011) out of 53 listed corporations in KOSPI and KOSDAQ, and proved that our portfolios are superior to benchmark portfolios in terms of rate of returns.

Management Efficiency of Introduction Company of ERP System using DEA (DEA를 이용한 ERP시스템 도입기업의 경영효율성)

  • Kim, Jong-Ki;Kang, Da-Yeon
    • The Journal of the Korea Contents Association
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    • v.8 no.8
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    • pp.147-157
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    • 2008
  • ERP is the general trend of industrial information system and many companies are introducing strategically to strengthen the competitive power. This paper analyzes the efficiency of introducing companies of ERP system using DEA model. We also suggest the introducing of ERP system which can be benchmarked based on analyzed information. We evaluate the CCR, BCC efficiency and RTS of 38 introducing companies of ERP system. The result shows that three enterprises whose values of CCR efficiency are 1, and seven enterprises whose values of BCC efficiency are 1. RTS indicates IRS of 22 companies. DRS of 2 companies and CRS of 4 companies.

Comparison between Social Network Based Rank Discrimination Techniques of Data Envelopment Analysis: Beyond the Limitations (사회 연결망 분석 기반 자료포락분석 순위 결정 기법간 비교와 한계 극복 방안에 대한 연구)

  • Hee Jay Kang
    • Journal of Information Technology Services
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    • v.22 no.1
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    • pp.57-74
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    • 2023
  • It has been pointed out as a limitation that the rank of some efficient DMUs(decision making units) cannot be discriminated due to the relativity nature of efficiency measured by DEA(data envelopment analysis), comparing the production structure. Recently, to solve this problem, a DEA-SNA(social network analysis) model that combines SNA techniques with data envelopment analysis has been studied intensively. Several models have been proposed using techniques such as eigenvector centrality, pagerank centrality, and hypertext induced topic selection(HITS) algorithm, but DMUs that cannot be ranked still remain. Moreover, in the process of extracting latent information within the DMU group to build effective network, a problem that violates the basic assumptions of the DEA also arises. This study is meaningful in finding the cause of the limitations by comparing and analyzing the characteristics of the DEA-SNA model proposed so far, and based on this, suggesting the direction and possibility to develop more advanced model. Through the results of this study, it will be enable to further expand the field of research related to DEA.

Attainment Index-based Relative Evaluation Method for R&D Programs with Heterogeneous Objectives (이질적 목적을 지닌 R&D 사업들을 위한 달성지수 기반의 상대적 평가기법)

  • Jung, Uk;Yim, Seong-Min;Kim, Yun-Jong;Jeong, Sang-Ki
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.32 no.2
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    • pp.29-37
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    • 2009
  • National R&D programs play an important role in the development of a country in this age of the knowledge economy. Since many numbers of R&D programs compete for limited resources such as national R&D budget, the R&D program evaluation problem is a challenging decision-making problem faced by decision makers that deal with R&D management. In this sense, DEA(Data Envelopment Analysis) has been regarded as one of the most widely accepted methods to measure the relative efficiency of productivity of R&D programs. DEA is a methodology to measure and to evaluate the relative efficiency of a homogeneous set of decision-making units(DMUs) in a process which uses multiple inputs to produce multiple outputs. However, the sample of the R&D programs could consist of two or more naturally occurring subsets, thus exhibiting clear signs of heterogeneity such as different objectives. In such situations, the fairness of DEA is limited, for the nature of the relative efficiency of a DMU is likely to be influenced by its membership in a particular subset of the sample. In this study, we propose a methodology AI-DEA(attainment index DEA) allowing for reflecting decision maker's subjective judgement on difference among different subsets of R&D programs which have heterogeneous objectives. This methodology combines AHP and Delphi in order to decide the attainmnet index of each DMU for each outputs, and apply them to DEA model. We illustrate the proposed approach with a pilot evaluation of 13 programs involving 6 different subsets of Korean National R&D programs and compares the results of the original DEA model and AI-DEA model.

An Analysis of the Efficiency of Korean railroad container freight station with Data Envelopment Analysis-Assurance Region (DEA-AR) (DEA-AR을 활용한 철도 컨테이너 화물역 효율성 분석)

  • An, Chi-Won;Ha, Heon-Gu
    • Journal of Korean Society of Transportation
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    • v.27 no.3
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    • pp.7-16
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    • 2009
  • Because the transport policy of Korea has overemphasized road, the physical distribution function of railroad has dwindled a great deal relatively. Recently, the railway has started to be embossed due to the rise of oil prices and environment problems, in addition the government is investing greatly in railroad. The railway corporation took a big step in its history in changing to a public corporation in 2005, and it has been making every possible endeavor to improve management. This research analyzed the trend and stability of the efficiency of railway container handling goods station in korea from 2002 to 2007 based on time of after being changed to a public corporation in 2005 in order to look into the trend of efficiency. The DEA- AR(Data Envelopment Analysis-Assurance Region) and the DEA-Window, widely used as the estimation techniques of the efficiency, were used. According to the results, the efficiency was a little enhanced in 2003 in comparison with 2002, after which it continuously decreased up to 2006 and again rose in 2007. The efficiency of the railway corporation was 0.6777, but after changing to a public corporation, it showed a trend of better efficiency after some transition period had passed.

Productive Efficiency of the Coastal Fishing Business : A Comparison of Data Envelopment Analysis and Stochastic Frontier Analysis (연안어업경영의 생산효율성 분석 : DEA와 SFA 기법 비교를 중심으로)

  • Choi, Jong-Yeol;Kim, Ki-Seog;Kim, Do-Hoon
    • Journal of the Korean Operations Research and Management Science Society
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    • v.35 no.3
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    • pp.59-68
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    • 2010
  • Improving productive efficiency is important for strengthening a competitiveness of coastal fisheries. This paper examines the productive efficiency of a sample of coastal gillnet fishing business units by estimating a stochastic frontier analysis (SFA) and a data envelopment analysis (DEA) approaches and compares those estimates obtained from two approaches. The estimated mean productive efficiency by SFA is 77.6% and the mean productive efficiencies obtained for the VRS and CRS DEA are 75.9% and 45.7%, respectively. The joint use of SFA and DEA for estimating efficiency is also discussed.