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A New Approach for Ranking Efficient Units in Data Envelopment Analysis and Application to a Sample of Vietnamese Agricultural Bank Branches 被引量:1
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作者 Nguyen Khac Minh Pham Van Khanh Pham Anh Tuan 《American Journal of Operations Research》 2012年第1期126-136,共11页
This paper proposes a new approach for ranking efficiency units in data envelopment analysis as a modification of the super-efficiency models developed by Tone [1]. The new approach based on slacks-based measure of ef... This paper proposes a new approach for ranking efficiency units in data envelopment analysis as a modification of the super-efficiency models developed by Tone [1]. The new approach based on slacks-based measure of efficiency (SBM) for dealing with objective function used to classify all of the decision-making units allows the ranking of all inefficient DMUs and overcomes the disadvantages of infeasibility. This method also is applied to rank super-efficient scores for the sample of 145 agricultural bank branches in Viet Nam during 2007-2010. We then compare the estimated results from the new SCI model and the exsisting SBM model by using some statistical tests. 展开更多
关键词 data envelopment analysis (dea) slacks-Based Measure of Efficiency (SBM) SCI Super-efficient
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Prediction of efficient outputs based on GM(1,N) model and weak DEA efficiency 被引量:2
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作者 Jiefang Wang Sifeng Liu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2011年第6期933-939,共7页
This paper expresses the efficient outputs of decisionmaking unit(DMU) as the sum of "average outputs" forecasted by a GM(1,N) model and "increased outputs" which reflect the difficulty to realize efficient ou... This paper expresses the efficient outputs of decisionmaking unit(DMU) as the sum of "average outputs" forecasted by a GM(1,N) model and "increased outputs" which reflect the difficulty to realize efficient outputs.The increased outputs are solved by linear programming using data envelopment analysis efficiency theories,wherein a new sample is introduced whose inputs are equal to the budget in the issue No.n + 1 and outputs are forecasted by the GM(1,N) model.The shortcoming in the existing methods that the forecasted efficient outputs may be less than the possible actual outputs according to developing trends of input-output rate in the periods of pre-n is overcome.The new prediction method provides decision-makers with more decisionmaking information,and the initial conditions are easy to be given. 展开更多
关键词 efficient outputs GM(1 N) model data envelopment analysisdea weak dea efficiency prediction.
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Relative Performance Evaluation of Competing Crude Oil Prices’ Volatility Forecasting Models: A Slacks-Based Super-Efficiency DEA Model
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作者 Jamal Ouenniche Bing Xu Kaoru Tone 《American Journal of Operations Research》 2014年第4期235-245,共11页
With the increasing number of quantitative models available to forecast the volatility of crude oil prices, the assessment of the relative performance of competing models becomes a critical task. Our survey of the lit... With the increasing number of quantitative models available to forecast the volatility of crude oil prices, the assessment of the relative performance of competing models becomes a critical task. Our survey of the literature revealed that most studies tend to use several performance criteria to evaluate the performance of competing forecasting models;however, models are compared to each other using a single criterion at a time, which often leads to different rankings for different criteria—A situation where one cannot make an informed decision as to which model performs best when taking all criteria into account. In order to overcome this methodological problem, Xu and Ouenniche [1] proposed a multidimensional framework based on an input-oriented radial super-efficiency Data Envelopment Analysis (DEA) model to rank order competing forecasting models of crude oil prices’ volatility. However, their approach suffers from a number of issues. In this paper, we overcome such issues by proposing an alternative framework. 展开更多
关键词 Forecasting CRUDE Oil Prices’ VOLATILITY Performance Evaluation slacks-Based Measure (SBM) data envelopment analysis (dea) COMMODITY and Energy Markets
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The Treatment of Non-zero Slacks in Data Envelopment Analysis
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作者 Hu Hanhui ( School of Management , Southeast University, Nanjing 210018, P. R. China ) Joe Zhu( Department of Mechanical and lndustrial Engineering, University of Massacbusetts, Amherst, MA 01003, USA ) 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1997年第1期46-50,共5页
The paper studies the non-zero slacks in data envelopment analysis. A procedure is developed for the treatment of non-zero slacks. DEA projections can be done just in one step.
关键词 data envelopment analysis (dea) slack efficient multiplier.
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Robust data envelopment analysis based MCDM with the consideration of uncertain data 被引量:2
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作者 Ke Wang Fajie Wei 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2010年第6期981-989,共9页
The application of data envelopment analysis (DEA) as a multiple criteria decision making (MCDM) technique has been gaining more and more attention in recent research. In the practice of applying DEA approach, the... The application of data envelopment analysis (DEA) as a multiple criteria decision making (MCDM) technique has been gaining more and more attention in recent research. In the practice of applying DEA approach, the appearance of uncertainties on input and output data of decision making unit (DMU) might make the nominal solution infeasible and lead to the efficiency scores meaningless from practical view. This paper analyzes the impact of data uncertainty on the evaluation results of DEA, and proposes several robust DEA models based on the adaptation of recently developed robust optimization approaches, which would be immune against input and output data uncertainties. The robust DEA models developed are based on input-oriented and outputoriented CCR model, respectively, when the uncertainties appear in output data and input data separately. Furthermore, the robust DEA models could deal with random symmetric uncertainty and unknown-but-bounded uncertainty, in both of which the distributions of the random data entries are permitted to be unknown. The robust DEA models are implemented in a numerical example and the efficiency scores and rankings of these models are compared. The results indicate that the robust DEA approach could be a more reliable method for efficiency evaluation and ranking in MCDM problems. 展开更多
关键词 data envelopment analysis dea multiple criteria decision making (MCDM) robust optimization uncertain data EFFICIENCY ranking.
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Efficiency assessment of coal mine safety input by data envelopment analysis 被引量:22
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作者 TONG Lei DING Ri-jia 《Journal of China University of Mining and Technology》 EI 2008年第1期88-92,共5页
In recent years improper allocation of safety input has prevailed in coal mines in China, which resulted in the frequent accidents in coal mining operation. A comprehensive assessment of the input efficiency of coal m... In recent years improper allocation of safety input has prevailed in coal mines in China, which resulted in the frequent accidents in coal mining operation. A comprehensive assessment of the input efficiency of coal mine safety should lead to improved efficiency in the use of funds and management resources. This helps government and enterprise managers better understand how safety inputs are used and to optimize allocation of resources. Study on coal mine’s efficiency assessment of safety input was con- ducted in this paper. A C2R model with non-Archimedean infinitesimal vector based on output is established after consideration of the input characteristics and the model properties. An assessment of an operating mine was done using a specific set of input and output criteria. It is found that the safety input was efficient in 2002 and 2005 and was weakly efficient in 2003. However, the effi- ciency was relatively low in both 2001 and 2004. The safety input resources can be optimized and adjusted by means of projection theory. Such analysis shows that, on average in 2001 and 2004, 45% of the expended funds could have been saved. Likewise, 10% of the safety management and technical staff could have been eliminated and working hours devoted to safety could have been reduced by 12%. These conditions could have given the same results. 展开更多
关键词 效率评估 煤矿 安全技术 安全管理
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基于超效率DEA模型的陆军部队指挥所指挥效率评价
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作者 范纪松 任辉 +1 位作者 高俊 孙福根 《火力与指挥控制》 CSCD 北大核心 2024年第5期61-66,共6页
指挥所指挥效率评估是复杂的系统性问题,对提高部队指挥、作战、保障能力具有重要意义。主要运用数据包络的方法,不探讨指挥所的内部结构问题,通过对陆军典型部队指挥所输入输出数据进行分析,运用CCR-DEA和超效率DEA模型,对指挥效率问... 指挥所指挥效率评估是复杂的系统性问题,对提高部队指挥、作战、保障能力具有重要意义。主要运用数据包络的方法,不探讨指挥所的内部结构问题,通过对陆军典型部队指挥所输入输出数据进行分析,运用CCR-DEA和超效率DEA模型,对指挥效率问题进行研究排序,并针对输入数据提出改进建议,评估方法简单、可操作性强,对于陆军部队指挥所构建和指挥能力提升具有重要意义。 展开更多
关键词 超效率 dea模型 数据包络分析 指挥所
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AIDS Treatments Efficiency Analysis Based on Cost Efficiency Data Envelopment Analysis Model 被引量:1
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作者 边馥萍 许茵 《Transactions of Tianjin University》 EI CAS 2007年第1期1-7,共7页
Three data envelopment analysis (DEA) models were used to analyse the relative efficiencies of four AIDS treatments in AIDS Clinical Trial Group (ACTG) Study 193A(1 309 patients in total, classified into 4 age groups)... Three data envelopment analysis (DEA) models were used to analyse the relative efficiencies of four AIDS treatments in AIDS Clinical Trial Group (ACTG) Study 193A(1 309 patients in total, classified into 4 age groups). Results from the output-oriented BCC model show that Treatment 4 ( 600 mg of zidovudine plus 400 mg of didanosine plus 400 mg of nevirapine) is particularly efficient for age group 14—25, but not efficient for the older age groups; Treatment 1 (600 mg of zidovudine alternating monthly with 400 mg of didanosine)and Treatment 2 (600 mg of zidovudine plus 2.25 mg of zalcitabine) are efficient for the age groups 35—45 and 45— ; age group 25—35 does not have a particularly efficient treatment, but Treatments 1 and 2 are relatively good. The cost efficiency BCC model, which takes the treatment cost into account, gives similar results as the output-oriented model. Results from the indirect output-oriented BCC model, which allows the replacement among medicines, show that the efficiency of Treatment 2 has greatly decreased compared with that of the output-oriented model, and a set of optimal medicine amounts for different age groups is obtained. 展开更多
关键词 爱滋病 治疗效果 成本效用分析 决策单元 数据包洛分析
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基于DEA和Malmquist指数的广东省渔业效率研究
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作者 胡心蕊 何志超 《广东农业科学》 CAS 2024年第2期163-172,共10页
【目的】分析掌握广东渔业的产出效率,为发展可持续的低耗高产渔业提供数据参考。【方法】基于数据包络分析(DEA)及Malmquist指数,对2011—2022年期间广东渔业综合技术效率和全要素生产率指数及其分解进行测算和分析,并与全国平均值进... 【目的】分析掌握广东渔业的产出效率,为发展可持续的低耗高产渔业提供数据参考。【方法】基于数据包络分析(DEA)及Malmquist指数,对2011—2022年期间广东渔业综合技术效率和全要素生产率指数及其分解进行测算和分析,并与全国平均值进行对比。【结果】广东渔业综合技术效率每年均高于全国平均水平,但2011—2014年、2018—2019年和2021年广东渔业规模报酬呈现递减。通过对广东水产养殖和水产品捕捞的综合技术效率分别进行测算,发现2011—2022年期间广东水产养殖的综合技术效率较高,除2013年和2014年外,均为DEA有效。将DEA无效年份的广东水产养殖和水产品捕捞在生产前沿面上的投影调整为DEA有效,结果显示,2013年和2014年广东水产养殖投入的冗余率分别为5.98%和10.46%,而2011—2014年、2018—2019年和2021年广东水产品捕捞投入的冗余率在39.73%~74.27%之间,说明水产品捕捞的过度投入以及由此引发的捕捞综合技术效率低下是造成2011—2014年、2018—2019年和2021年广东渔业规模报酬递减的主要原因。广东渔业的技术进步和全要素生产率上升幅度与全国平均水平相差较远,全要素生产率和技术进步指数均比全国平均增幅低4.7%,说明广东省在渔业技术进步方面有较大提升空间。【结论】建议广东加大渔业科技的投入力度,加强渔业技术创新,以促进渔业技术进步和提高全要素生产率;加快渔业产业结构调整,合理布局养殖和捕捞规模,以解决广东渔业规模报酬递减的问题;加强渔业资源保护和增殖放流,利用自然生产力增加可捕捞渔业资源;加强水产良种创制及养殖新模式和新技术的开发,进一步拓展水产养殖空间和提高水产养殖的产出效率。 展开更多
关键词 广东省渔业 技术效率 全要素生产率(TFP) 数据包络分析(dea) MALMQUIST指数
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Assessment of Dry Port Efficiency in Africa Using Data Envelopment Analysis
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作者 Hamadou Tahirou Abdoulkarim Seydou Harouna Fatouma Hamadou Tahirou Hassane 《Journal of Transportation Technologies》 2019年第2期193-203,共11页
This work involves the evaluation of dry port competitiveness through analysis of efficiencies for selected dry ports in Africa. Five dry ports were selected and analysis carried out over a period of four years. The d... This work involves the evaluation of dry port competitiveness through analysis of efficiencies for selected dry ports in Africa. Five dry ports were selected and analysis carried out over a period of four years. The dry ports considered were Mojo and Kality in Ethiopia, Mombasa in Kenya, Isaka in Tanzania and Casablanca in Casablanca, Morocco. Data Envelopment Analysis (DEA) was applied for this work. Container throughputs for the various ports under consideration were used as the output variable for the data analysis model, while the number of reach stackers, the number of tractors, the number of forklifts and the size of the dry port were used as the input variables. From the results, the Mombasa dry port was found to be the most efficient with an average score of approximately 1 over the period under consideration. Casablanca was the second efficient dry port with an average score of 0.762, while Isaka was the least efficient with an average score of 0.142. This research is significant since the African countries have embraced the dry port concept, as witnessed in the huge investments in this sector, and would serve to highlight areas that need improvement for the few existing dry port facilities, most of which are undergoing expansion as well as modernization. 展开更多
关键词 DRY PORT DRY PORT EFFICIENCY DRY PORT Evaluation data envelopment analysis (dea) Model
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Evaluate the Investment Efficiency by Using Data Envelopment Analysis: The Case of China
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作者 Hualun Zhang Wei Song +1 位作者 Xiaobao Peng Xiaoyan Song 《American Journal of Operations Research》 2012年第2期174-182,共9页
Although investment is regarded as a key force of China’s economic growth, little study has been done to measure China’s investment efficiency. The present paper applies the data envelopment analysis (DEA) to Chines... Although investment is regarded as a key force of China’s economic growth, little study has been done to measure China’s investment efficiency. The present paper applies the data envelopment analysis (DEA) to Chinese provincial panel data from the year 2003 to 2008 for measuring the investment efficiencies and identifying their trends of Chinese 30 provinces and autonomous regions. A cross-efficient DEA model with considering benevolent formulation is used for providing accurate efficiency scores and completely ranking. The empirical results suggest that the differences of investment efficiency in different regions are distinct but tending to diminish year by year, and the investment efficiencies in some provinces are significantly correlated to their investment rates to the national total investment. 展开更多
关键词 AGGREGATE INVESTMENT EFFICIENCY data envelopment analysis (dea)
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Public and Private Investment in the Port Sector in Mexico, 2000-2010: A Study Through Data Envelopment Analysis
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作者 Odette V. Delfin-Ortega César L. Navarro-Chàvez 《Chinese Business Review》 2014年第1期34-41,共8页
关键词 数据包络分析 港口行业 私人投资 墨西哥 线性规划模型 技术效率 相关信息 投资效率
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Evaluation of Energy Efficiency and Analysis of Influencing Factors of Company CW’s Manufacturing Workshops
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作者 Pengju Zhang 《Journal of Electronic Research and Application》 2024年第2期18-26,共9页
In this work,the Slacks-Based Measure(SBM)model within Data Envelopment Analysis was employed to establish a set of indicators for evaluating the energy efficiency of manufacturing workshops.The energy efficiency of 1... In this work,the Slacks-Based Measure(SBM)model within Data Envelopment Analysis was employed to establish a set of indicators for evaluating the energy efficiency of manufacturing workshops.The energy efficiency of 12 Company CW’s manufacturing workshops from 2016 to 2022 was assessed.The findings indicated that aside from a few workshops operating at the production frontier,the rest exhibit significant fluctuations in energy efficiency and generally low energy efficiency.Subsequently,a combined GRA-Tobit analysis model was introduced to identify factors influencing the energy efficiency of Company CW’s manufacturing workshops.Regression analysis revealed that technological investments,employee quality,workshop production scale,investment in clean energy,and the level of pollution control all significantly impact the energy efficiency of Company CW’s manufacturing workshops.By evaluating the energy efficiency of Company CW’s manufacturing workshops and studying their influencing factors,this research aids company managers in understanding the energy efficiency of the manufacturing process.It optimizes the combination of various production elements,thereby offering effective guidance for improving the energy efficiency issues of the company’s manufacturing workshops,which can contribute to enhancing the corporation’s overall energy efficiency. 展开更多
关键词 Manufacturing workshop energy efficiency Energy efficiency evaluation data envelopment analysis(dea) GRA-Tobit model
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基于DEA模型部分传统工业城市转型效率评价研究
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作者 汤晓璇 《现代工业经济和信息化》 2024年第1期43-46,共4页
在建国初期,国家在部分城市建立了重要的能源战略安全基地,有力保障了新中国工业经济实现大跨越大发展。但随着我国经济发展方式逐渐向高效集约的转变,这些工业型城市也面临着可采能源逐渐枯竭、转型发展迫在眉睫的情况。现从国家分三... 在建国初期,国家在部分城市建立了重要的能源战略安全基地,有力保障了新中国工业经济实现大跨越大发展。但随着我国经济发展方式逐渐向高效集约的转变,这些工业型城市也面临着可采能源逐渐枯竭、转型发展迫在眉睫的情况。现从国家分三批确定的69个典型资源枯竭型城市选取8个样本,运用相关性分析法和数据包络分析法(DEA)[1],从技术效益、规模效益、产出不足率等方面对2022年部分工业城市转型效率进行研究,根据模型运算结果剖析各城市投入产出情况,并以数据和现实需求有针对性地给出建议。 展开更多
关键词 工业型城市 城市转型 转型效率评价 dea模型 数据包络分析
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基于DEA-Malmquist指数的江苏省三级甲等公立中医医院运行效率研究 被引量:2
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作者 时孝春 徐玉红 +1 位作者 苏军 阮智慧 《中医药导报》 2023年第3期232-236,共5页
目的:研究2018—2020年江苏省三级甲等公立中医医院(三甲公立中医院)运行效率状况,为改善中医院医疗服务效率提供参考。方法:基于2018—2020年江苏省卫生资源与医疗服务调查内部资料,运用DEA-Malmquist指数法分析2018—2020年江苏省三... 目的:研究2018—2020年江苏省三级甲等公立中医医院(三甲公立中医院)运行效率状况,为改善中医院医疗服务效率提供参考。方法:基于2018—2020年江苏省卫生资源与医疗服务调查内部资料,运用DEA-Malmquist指数法分析2018—2020年江苏省三甲公立中医院全要素生产率。结果:2018—2020年,江苏省三甲公立中医院综合效率均值为0.965,纯技术效率均值为0.986,规模效率均值为0.977;2018—2020年江苏省三甲公立中医院全要素生产率变化指数上升27.80%,技术效率变化指数上升2.60%,技术变化指数上升23.80%,纯技术效率变化指数上升1.90%,规模效率变化指数上升0.60%。结论:样本期内江苏省三甲公立中医院运行效率呈下降趋势;区域间三甲公立中医院全要素生产效率存在差异,而技术进步是推动全要素生产率提高的关键因素。须激活三甲公立中医院发展新动力,推动全要素生产效率提升。 展开更多
关键词 三级甲等公立中医医院 江苏省 运行效率 数据包络分析 MALMQUIST指数
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基于AHP-DEA法的浙江省科技金融绩效评价及对策研究 被引量:2
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作者 赵玲 贺小海 仰小凤 《科技和产业》 2023年第12期34-40,共7页
科技与金融的有效结合可以有力促进科技创新发展。运用AHP-DEA(层次分析法-数据包络分析法)对2007—2021年浙江省科技金融绩效进行分析。结果表明:浙江省科技金融结合效率呈W形,2013—2019年总体效率较低;科技金融绩效逐年稳步上升,2012... 科技与金融的有效结合可以有力促进科技创新发展。运用AHP-DEA(层次分析法-数据包络分析法)对2007—2021年浙江省科技金融绩效进行分析。结果表明:浙江省科技金融结合效率呈W形,2013—2019年总体效率较低;科技金融绩效逐年稳步上升,2012—2013年出现停滞,主要因为科技金融投入与产出多个要素下降或增长放缓,且科技金融结合效率较低。浙江省需进一步加大科技金融投入,优化投入结构,更合理、高效配置科技金融资源,以提升科技金融绩效。 展开更多
关键词 AHP-dea(层次分析法-数据包络分析法) 科技金融效率 绩效评价
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基于DEA的长三角港口群运营效率评价研究
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作者 杨阳 《安徽水利水电职业技术学院学报》 2023年第2期91-96,共6页
文章运用DEA模型对长三角港口群中15个样本港口的运营效率进行评价,结果表明:大部分港口投入的增加并没有带来产出等比例的增加,特别是生产性泊位的投入存在浪费;部分港口DEA无效的产生是由于运输货物的种类有限造成;大多数港口的规模... 文章运用DEA模型对长三角港口群中15个样本港口的运营效率进行评价,结果表明:大部分港口投入的增加并没有带来产出等比例的增加,特别是生产性泊位的投入存在浪费;部分港口DEA无效的产生是由于运输货物的种类有限造成;大多数港口的规模收益呈递减状态,一味扩大投入规模并不能得到较好回报。并对2018-2020年长三角港口群港口效率动态变化进行分析。最后为提高长三角港口群运营效率,促进长三角地区高质量发展提出可行性建议。 展开更多
关键词 长三角港口群 运营效率 数据包络分析
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Empirical Analysis of China's Direct Food Subsidy Policy Based on DEA Model: A Case Study of Direct Food Subsidy Policy in Shandong Province 被引量:3
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作者 Ying LIU 《Asian Agricultural Research》 2014年第9期23-28,32,共7页
The direct food subsidy is an important agricultural subsidy policy under current conditions,more efficient than grain price protection policy and other policies,and it is of great importance to the agricultural devel... The direct food subsidy is an important agricultural subsidy policy under current conditions,more efficient than grain price protection policy and other policies,and it is of great importance to the agricultural development,but this policy will not meet the interests of society in the long run. In this paper,we make an empirical study with the direct food subsidy policy in Shandong Province as an example,focusing on the analysis of the efficiency of policy implementation in different regions. Study suggests that direct food subsidy has made some achievements,but there are some problems in practice,such as low standard for direct food subsidy policy,less subsidy varieties,generally low efficiency of direct food subsidy policy,lack of unified policy implementation,serious waste of money and inefficient supervision during the subsidy policy implementation process. In order to improve the efficiency of direct food subsidy,it is necessary to raise standard for subsidy,and expand the scope of subsidy varieties; unify the policy,and make the policy suit local circumstances; improve the subsidy mechanism,regulate government behavior,and strengthen supervision. 展开更多
关键词 DIRECT FOOD SUBSIDY dea(data envelopment analysis)
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Agricultural Eco-efficiency Evaluation in Anhui Province: An Empirical Analysis Based on DEA Method 被引量:1
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作者 Zunyi CHEN 《Asian Agricultural Research》 2013年第4期79-82,共4页
According to the eco-efficiency theory, combined with agricultural production characteristics, I point out the environmental impact and substance energy consumption characteristics of agricultural production. Based on... According to the eco-efficiency theory, combined with agricultural production characteristics, I point out the environmental impact and substance energy consumption characteristics of agricultural production. Based on this, I establish the eco-efficiency evaluation indicator system for agricultural production, and conduct a comprehensive analysis on the agricultural eco-efficiency of 17 prefecture-level cities in Anhui Province, using data envelopment analysis method. 展开更多
关键词 AGRICULTURE ECO-EFFICIENCY data envelopment Analys
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Cost Containment of Total Knee Arthroplasty in the US: DEA Analysis on Regional Cost and Clinical Comparison between 2010 and 2013
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作者 Alexandra M. Ball Jia Yu 《Health》 2020年第6期532-547,共16页
The purpose of this research is to evaluate clinical and cost effectiveness of total knee replacement surgery (TKA) for adults hospitalized in the United States between 2010 and 2013. We tried to answer the question t... The purpose of this research is to evaluate clinical and cost effectiveness of total knee replacement surgery (TKA) for adults hospitalized in the United States between 2010 and 2013. We tried to answer the question that whether lower length of stay and higher utilization of post-op facilities would be helpful to control the overall costs. Using the National Hospital Discharge Survey (NHDS) database and cost data from Blue Cross Blue shield, this study seeks to identify which U.S. region renders the highest quality patient care during a three-year span of 2008-2010. Using length of stay and discharge disposition (2010) as input factors, and regional TKA costs (2013) as output factors, Data Envelopment Analysis (DEA), a non-parametric method, illustrated the efficiency ranking of four regions in the US on TKA expenditures. The result shows the West is the most efficient region on controlling the overall cost by shrinking the length of stay and increasing the utilization of short-term/long-term care facilities. 展开更多
关键词 Total Knee Arthroplasty (TKA) data envelopment analysis (dea) Cost Efficiency Quality of Care
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