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Data envelopment analysis information


Data envelopment analysis (DEA) is a nonparametric method in operations research and economics for the estimation of production frontiers.[1] DEA has been applied in a large range of fields including international banking, economic sustainability, police department operations, and logistical applications[2][3][4] Additionally, DEA has been used to assess the performance of natural language processing models, and it has found other applications within machine learning.[5][6][7]

  1. ^ Charnes et al (1978)
  2. ^ Charnes et al (1995)
  3. ^ Emrouznejad et al (2016)
  4. ^ Thanassoulis (1995)
  5. ^ Koronakos and Sotiropoulos (2020)
  6. ^ Zhou et al (2022)
  7. ^ Guerrero et al (2022)

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Data envelopment analysis

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Data envelopment analysis (DEA) is a nonparametric method in operations research and economics for the estimation of production frontiers. DEA has been...

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Nonparametric statistics

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splines, and wavelets. Data envelopment analysis provides efficiency coefficients similar to those obtained by multivariate analysis without any distributional...

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Rajiv Banker

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President of the International Data Envelopment Analysis Society and Editor-in-Chief of the Data Envelopment Analysis Journal. Banker obtained his Bachelor...

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Efficiency

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resource-market inefficiency, and X-inefficiency might be analyzed using data envelopment analysis and similar methods. Efficiency is often measured as the ratio...

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Main path analysis

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etc. More recent applications include fullerenes, nanotubes, data envelopment analysis, supply chain management, corporate social responsibility, IT...

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Canada

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(2018). Environmental Assessment on Energy and Sustainability by Data Envelopment Analysis. Wiley. p. 496. ISBN 978-1-118-97933-4. Vodden, K; Cunsolo, A...

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Benchmarking

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common forms of quantitative analysis used in metric benchmarking are data envelopment analysis (DEA) and regression analysis. DEA estimates the cost level...

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Operations research

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econometric methods, data envelopment analysis, ordinal priority approach, neural networks, expert systems, decision analysis, and the analytic hierarchy...

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Productive efficiency

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popular for estimating production efficiency are data envelopment analysis and stochastic frontier analysis. See the recent book by Sickles and Zelenyuk (2019)...

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Health care efficiency

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comparison to optimal productivity using stochastic frontier analysis or data envelopment analysis. An alternative approach is to look at latency times and...

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Edwardo Rhodes

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known for his seminal work in data envelopment analysis, as well as his applications of management science to policy analysis and environmental policy. Rhodes...

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Association football tactics and skills

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"An Evaluation of Characteristics of J-League Players Using Data Envelopment Analysis" (PDF). Juntendo University. Retrieved 9 January 2023. Types of...

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Uttar Pradesh

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"Performance of Tourist Centres in Uttar Pradesh: An Evaluation Using Data Envelopment Analysis" (PDF). ASCI Journal of Management. 40 (1). Administrative Staff...

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Abraham Charnes

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to Linear Programming. His works influenced the development of Data envelopment analysis (DEA) method. Charnes received his bachelor's degree in 1938,...

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Economy of Canada

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(2018). Environmental Assessment on Energy and Sustainability by Data Envelopment Analysis. Wiley. p. 496. ISBN 978-1-118-97933-4. Vodden, K. and Cunsolo...

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Enterprise resource planning

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Bi-Huei, and Shin-Bin Chou. “APPLICATION OF MULTIPLE OUTPUT DATA ENVELOPMENT ANALYSIS IN INTERPRETING EFFICIENCY IMPROVEMENT OF ENTERPRISE RESOURCE...

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LIMDEP

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models, survival analysis, quantile regression (linear and count), panel data, stochastic frontier and data envelopment analysis, count data, and time series...

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Real estate appraisal

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Loureiro; et al. (2005). "Real Estate Appraisal: A Double Perspective Data Envelopment Analysis Approach". Annals of Operations Research. 138 (1): 79–96. doi:10...

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Ailsa Land

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programming and combinatorial programming. Her computer codes for data envelopment analysis and for the traveling salesman problem were all made freely available...

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Health care efficiency measures

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comparison to optimal productivity using stochastic frontier analysis or data envelopment analysis. One difficulty in creating a generalized efficiency measure...

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Telecommunications in India

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"Benchmarking telecommunication service in India: An application of data envelopment analysis". Benchmarking. 15 (5): 584–598. doi:10.1108/14635770810903169...

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