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Support Vector Frontiers: a New Approach for Estimating Production Functions through Support Vector Machines

Daniel Valero-Carreras, Juan Aparicio, Nadia M. Guerrero
2021 Omega : The International Journal of Management Science  
To do so and seeking meeting points between SVR and the standard non-parametric techniques for estimating production functions, mainly Free Disposal Hull (FDH) and Data Envelopment Analysis (DEA), an estimator  ...  Finally, the performance of SVF is measured through several experiments using synthetic data, showing that the new approach considerably reduces the bias and mean squared error associated with the estimation  ...  Additionally, the authors are grateful for the financial support from the Spanish Ministry for Economy and Competitiveness, the State Research Agency and the European Regional Development Fund under grant  ... 
doi:10.1016/j.omega.2021.102490 fatcat:f3hbkqs6x5ht5juopdybhlx7wm

From transition to competition Dynamic efficiency analysis of Polish electricity distribution companies

Astrid Cullmann, Christian von Hirschhausen
2008 The Economics of Transition  
We study 32 Polish electricity distribution companies between 1997-2002, by applying common benchmarking methods to the panel: the nonparametric data envelopment analysis (DEA), the free disposal hull  ...  We then measure and decompose productivity change with Malmquist indices.  ...  Nonparametric Approaches and Results Basic DEA, FDH, and stochastic DEA We apply common nonparametric estimators for efficiency measurement such as the data envelopment analysis (DEA) and the free disposal  ... 
doi:10.1111/j.1468-0351.2008.00312.x fatcat:qi5xqksqjjdi3gkbhf4vlutzh4

Evolving the latent variable model as an environmental DEA technology

Abraham Bretholt, Jeh-Nan Pan
2013 Omega : The International Journal of Management Science  
This production oriented activity analysis involves panel data and two data sets from the literature for comparison.  ...  This production theoretic methodology is adapted to preserve both scale efficiency and causality within the envelopment framework.  ...  Carbon emissions were ignored for many decades before they became an important theme in Data Envelopment Analysis.  ... 
doi:10.1016/j.omega.2012.04.001 fatcat:6nhhcdz2c5bg3il5tamrpe3jje

Efficiency and Productivity [chapter]

Harold O. Fried, C. A. Knox Lovell, S. Schmidt Shelton
2008 The Measurement of Productive Efficiency and Productivity Change  
They constructed a "free disposal hull" (FDH) of the data that relaxes convexity while maintaining strong disposability and allowing for variable returns to scale.  ...  It truly does envelop a data set; it makes no accommodation for noise, and so does not "nearly" envelop a data set the way the deterministic kernel of a stochastic frontier does.  ...  oc (x t ,y t ,x t+1 ,µy t ) ≠ µ, µ>0 M oc (x t ,y t ,λx t ,y t+1 ) ≠ λ -1 , λ>0 M oc (x t ,y t ,λx t ,µy t ) = µ/λ, µ,λ>0 M4: Identity M oc (x,y,x,y) = 1 M5: Commensurability (independence of units of measurement  ... 
doi:10.1093/acprof:oso/9780195183528.003.0001 fatcat:n5ep25g4jndnlmwakmhqb54yem

Stochastic FDH/DEA estimators for frontier analysis

Léopold Simar, Valentin Zelenyuk
2010 Journal of Productivity Analysis  
The procedure shows great performance for various simulated cases and is also illustrated for some real data sets.  ...  In the end of this section we briefly remind the basic concepts and notations for defining the efficient frontier and the efficiency measures, with their classical deterministic DEA/FDH estimators.  ...  In this framework the Free Disposal Hull (FDH) estimator has been proposed by Deprins et al. (1984) when only free disposabilty of inputs and outputs are assumed and Data Envelopment Analysis (DEA) estimator  ... 
doi:10.1007/s11123-010-0170-6 fatcat:245teuugavaq3hes2rhrqswjvi

On the approximation of production functions: a comparison of artificial neural networks frontiers and efficiency techniques

Daniel Santin
2008 Applied Economics Letters  
To do this a Monte Carlo experiment is carried out on a simulated smooth production technology for assessing efficiency results of ANN compared with Data Envelopment Analysis (DEA) and Corrected Ordinary  ...  fitting production functions and measuring technical efficiency.  ...  techniques (DEA, Free Disposal Hull).  ... 
doi:10.1080/13504850600721973 fatcat:jg6vgbg3cbdmdcttuczwzbut4u

Plural forms versus franchise and company-owned systems: A DEA approach of hotel chain performance☆

L BOTTI, W BRIEC, G CLIQUET
2009 Omega : The International Journal of Management Science  
It is demonstrated through the application of a data envelopment analysis method on French hotel chains that plural form networks are in average more efficient than strictly franchised and wholly owned  ...  The Kruskal-Wallis test which is a distribution-free rank-order statistic is used to statistically verify this relationship.  ...  Ben Lev and three anonymous referees of Omega as well as from Nicolas Peypoch, University of Perpignan Via Domitia (France), are gratefully acknowledged.  ... 
doi:10.1016/j.omega.2007.12.002 fatcat:kvfjo6utdfa7vb7gurloswcx5m

Does the Extent of Per-Case Payment System Affect Hospital Efficiency? Evidence from the Italian NHS

Marina Cavalieri, Calogero Guccio, Domenico Lisi, Giacomo Pignataro
2014 Social Science Research Network  
A two-stage Data Envelopment Analysis was employed, in which the efficiency scores of all Italian hospitals were first calculated and then regressed on different environmental variables to capture the  ...  Pedraja-Chaparro, Francisco, Javier Salinas-Jiménez, and Peter Smith. 1999. On the quality of the data envelopment analysis model. Journal of the Operational Research Society 50(6): 636-644.  ...  DEA or Free Disposal Hull) approaches to explore the relationships among ownership structure, payment system, and hospital performance.  ... 
doi:10.2139/ssrn.2515772 fatcat:bd3omjxjc5gf3g3kma776yoo24

On the comparative performance of socially responsible and Islamic mutual funds

Omneya Abdelsalam, Meryem Duygun Fethi, Juan Carlos Matallín, Emili Tortosa-Ausina
2014 Journal of Economic Behavior and Organization  
By combining two variants of the Free Disposal Hull (FDH) methods (order-m and order-α) in the first stage of analysis and quantile regression in the second stage, we provide detailed analyses of the impact  ...  The analysis proceeds in two stages. In the first, the performance of the two categories of funds is measured using partial frontier methods.  ...  Notes: the numbers represent descriptive statistics for the efficiency scores yielded by Free Disposal Hull (FDH).  ... 
doi:10.1016/j.jebo.2013.06.011 fatcat:rsmgbvxgejgt7co74fpyrcz4ma

Performance assessment of decision-making units using an adaptive neural network algorithm: one period case

Mona Anvari, Mohammad Saidi Mehrabad, Ali Azadeh, Morteza Saberi
2009 The International Journal of Advanced Manufacturing Technology  
In previous studies, there are needed to have large volume of data, and so the proposed method in this study is more applicable because it can be used for the cases which have no historical data.  ...  So, it can be a competitive method to the other common tools for measuring efficiency.  ...  The latter include data envelopment analysis (DEA) and free disposal hull which are based on a mathematical programming approach.  ... 
doi:10.1007/s00170-009-2161-1 fatcat:ropdl5yk5bfjjg7bme75agbopu

The Vessel Schedule Recovery Problem (VSRP) – A MIP model for handling disruptions in liner shipping

Berit D. Brouer, Jakob Dirksen, David Pisinger, Christian E.M. Plum, Bo Vaaben
2013 European Journal of Operational Research  
This article focuses on the formulation of a reliable measure of profitability for the involved vehicles. The measure is based on a timespatial decomposition of customer data.  ...  The problem is framed as a multi-indicator assessment and is solved using a minimal cost objective.  ...  This paper proposes a conceptual framework for integrated maternal and newborn services and explores the use of network data envelopment analysis to assess the performance of the holistic system proposed  ... 
doi:10.1016/j.ejor.2012.08.016 fatcat:c27kagfnxnhjfbil2rydhjhomm

Output complexity, environmental conditions, and the efficiency of municipalities

Maria Teresa Balaguer-Coll, Diego Prior, Emili Tortosa-Ausina
2012 Journal of Productivity Analysis  
We provide an application to Spanish municipalities, and results show that both output mix and, more especially, environmental conditions, should be controlled for, since efficiency differences between  ...  We perform our estimations using order-m frontiers, given their robustness to outliers and immunity to the curse of dimensionality.  ...  version (Free Disposable Hull, FDH), for a variety of reasons (Fox, 2001) .  ... 
doi:10.1007/s11123-012-0307-x fatcat:bkqggfgv7vfldpu5jhgz7wd5ye

Public Sector Contribution To Competitiveness

Vincenzo Patrizii, Giuliano Resce
2015 Italian Economic Journal  
Integration of Data Envelopment Analysis with Principal Component Analysis provides a consistent methodology to face the problem of high dimensions, which is a characterising feature of public services  ...  Thus offering evidence to identify areas, services and tiers of government lacking efficiency and constituting a potential obstacle for growth.  ...  Acknowledgments For helpful comments and for support in data collection the authors wish to thank: Filippo Elba (Università di Firenze), Paolo Roberti, Maria Grazia Calza and Edoardo Pizzoli (Istat), Bruno  ... 
doi:10.1007/s40797-015-0017-4 fatcat:lt4x4khupjaellj57fe6oz6vwa

Prospects and limitations in the modernization of securities settlement operations of in Ukraine
Перспективи та обмеження модернізації розрахунків в операціях із цінними паперами в Україні

Stanislav Shishkov, Perspektiva Stock Exchange PJSC (Dnipro)
2021 Ekonomìka ì prognozuvannâ  
funds", organically integrated into Ukrainian payment system and able to adapt to European payment systems.  ...  , such as risks in legal empowerment and in the activities of key infrastructure actors, limited competition, excessive transaction costs, ongoing defragmentation of the system of depository accounting  ...  This research benefited from conferences and workshops at the Bank of Finland, Dutch National Bank, and European Workshop on Productivity and Efficiency Analysis in Oviedo, Spain.  ... 
doi:10.15407/eip2021.01.088 fatcat:nsx7m4wmbfa5df2v4tcmd3h6f4

Robust Nonparametric Quantile Estimation of Efficiency and Productivity Change in U.S. Commercial Banking, 1985–2004

David C. Wheelock, Paul W. Wilson
2009 Journal of business & economic statistics  
We use this estimator to examine changes in the efficiency and productivity of U.S. banks between 1985 and 2004.  ...  Unlike traditional non-parametric efficiency estimators, the new estimator is both robust to data outliers and has a root-n convergence rate.  ...  Methods based on the convex hull of the FDH are collectively referred to as data envelopment analysis (DEA).  ... 
doi:10.1198/jbes.2009.06145 fatcat:ofanthh5i5c4xonnfsqzmmsaqq
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