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We propose a novel DEA ranking based on a robust optimization viewpoint: the higher ranking for those DMU's that remain efficient even for larger variations of data and vice versa. This ranking can be computed by solving generalized linear…

最优化与控制 · 数学 2019-05-27 Milan Hladík

Evaluating the banks' performance has always been of interest due to their crucial role in the economic development of each country. Data envelopment analysis (DEA) has been widely used for measuring the performance of bank branches. In the…

人工智能 · 计算机科学 2020-11-05 Mohammad Izadikhah

Data Envelopment Analysis (DEA) is a nonparametric, data driven technique used to perform relative performance analysis among a group of comparable decision making units (DMUs). Efficiency is assessed by comparing input and output data for…

最优化与控制 · 数学 2020-07-15 Emma Stubington , Matthias Ehrgott , Omid Nohadani

This paper proposes an integrative approach to feature (input and output) selection in Data Envelopment Analysis (DEA). The DEA model is enriched with zero-one decision variables modelling the selection of features, yielding a Mixed Integer…

最优化与控制 · 数学 2020-03-02 Sandra Benítez-Peña , Peter Bogetoft , Dolores Romero Morales

Data Envelopment Analysis (DEA) as mathematical models evaluates the technical efficiency of Decision Making Units (DMU) having multiple inputs and multiple outputs. Researchers are interested in applying DEA models in Multi Attribute…

最优化与控制 · 数学 2015-08-26 Majid Zerafat Angiz L. , Mohd Kamal Nawawi , Mohammad Ghadiri , Adli Mustafa

This paper introduces a new specification for the nonparametric production-frontier based on Data Envelopment Analysis (DEA) when dealing with decision-making units whose economic performances are correlated with those of the neighbors…

计量经济学 · 经济学 2021-03-29 Julian Ramajo , Miguel A. Marquez , Geoffrey J. D. Hewings

In data envelopment analysis (DEA), the concept of efficiency is examined in either Farrell (DEA) or Pareto senses. In either of these senses, the efficiency status of a decision making unit (DMU) is classified as either weak or strong. It…

最优化与控制 · 数学 2015-08-10 Mahmood Mehdiloozad , Mohammad Bagher Ahmadi , Biresh K. Sahoo

Research and development (R&D) of countries play a major role in a long-term development of the economy. We measure the R&D efficiency of all 28 member countries of the European Union in the years 2008--2014. Super-efficient data…

应用统计 · 统计学 2024-05-09 Vladimír Holý , Karel Šafr

We systematically study cornerstones that must be solved to define an air traffic control benchmarking system based on a Data Envelopment Analysis. Primarily, we examine the appropriate decision-making units, what to consider and what to…

综合经济学 · 经济学 2023-02-16 Thomas Standfuss , Georg Hirte , Michael Schultz , Hartmut Fricke

The models that set the closest targets have made an important contribution to DEA as tool for the best-practice benchmarking of decision making units (DMUs). These models may help defining plans for improvement that require less effort…

最优化与控制 · 数学 2017-11-28 Nuria Ramón , José L. Ruiz , Inmaculada Sirvent

In data envelopment analysis (DEA) literature, the returns to scale (RTS) of an inefficient decision making unit (DMU) is determined at its projected point on the efficient frontier. Under the occurrences of multiple projection points,…

最优化与控制 · 数学 2015-08-10 Mahmood Mehdiloozad , Biresh K. Sahoo

Applications of data envelopment analysis (DEA) show that many inefficient units are projected onto the weakly efficient parts of the frontier when efficiency scores are computed. However this fact disagrees with the main concept of the DEA…

最优化与控制 · 数学 2018-04-16 Vladimir E. Krivonozhko , Finn R. Førsund , Andrey V. Lychev

As the external environment become increasingly volatile and unpredictable, the selection of benchmarking targets in data envelopment analysis should account for their ability to consider risks; however, this aspect has not received…

应用统计 · 统计学 2025-06-23 Xiuquan Huang , Xi Wang , Tao Zhang , Xiaocang Xu , Ali Emrouznejad

DevOps is a trend towards a tighter integration between development (Dev) and operations (Ops) teams. The need for such an integration is driven by the requirement to continuously adapt enterprise applications (EAs) to changes in the…

This paper employs data envelopment analysis (DEA) to assess both technical and cost efficiency of research activities of the Italian university system. Differently from both peer review and the top-down discipline-invariant bibliographic…

数字图书馆 · 计算机科学 2018-12-20 Giovanni Abramo , Ciriaco Andrea D'Angelo

This paper addresses challenges of designing and managing Complex Performance Indicators (CPI), which amalgamate individual indicators to measure latent, yet crucial business factors like customer satisfaction or sustainability indices.…

软件工程 · 计算机科学 2025-05-08 Benito Giunta , Corentin Burnay

The adoption of artificial intelligence (AI) offers transformative potential for small and medium-sized enterprises (SMEs), particularly in enhancing financial decision-making processes. However, SMEs often face significant barriers to…

人工智能 · 计算机科学 2025-12-05 Manh Chien Vu , Thang Le Dinh , Manh Chien Vu , Tran Duc Le , Thi Lien Huong Nguyen

The banking industry is very important for an economic cycle of each country and provides some quality of services for us. With the advancement in technology and rapidly increasing of the complexity of the business environment, it has…

机器学习 · 计算机科学 2018-10-15 Sara Hosseinzadeh Kassani , Peyman Hosseinzadeh Kassani , Seyed Esmaeel Najafi

In this paper, we reveal a new characterization of the super-efficiency model for Data Envelopment Analysis (DEA). In DEA, the efficiency of each decision making unit (DMU) is measured by the ratio the weighted sum of outputs divided by the…

最优化与控制 · 数学 2024-11-04 Tomonari Kitahara , Takashi Tsuchiya

In this paper, a novel feature selection method is presented, which is based on Class-Separability (CS) strategy and Data Envelopment Analysis (DEA). To better capture the relationship between features and the class, class labels are…

机器学习 · 计算机科学 2015-02-03 Yishi Zhang , Chao Yang , Anrong Yang , Chan Xiong , Xingchi Zhou , Zigang Zhang