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In benchmarking, organizations look outward to examine others' performance in their industry or sector. Often, they can learn from the best practices of some of them and improve. In order to develop this idea within the framework of Data…

最优化与控制 · 数学 2019-12-04 Nuria Ramón , José L. Ruiz , Inmaculada Sirvent

An alternative approach for the panel second stage of data envelopment analysis (DEA) is presented in this paper. Instead of efficiency scores, we propose to model rankings in the second stage using a dynamic ranking model in the…

应用统计 · 统计学 2024-05-09 Vladimír Holý

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

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

Data envelopment analysis (DEA) is a linear program (LP)-based method used to determine the efficiency of a decision making unit (DMU), which transforms inputs to outputs, by peer comparison. This paper presents a new computation algorithm…

最优化与控制 · 数学 2018-07-30 Wen-Chih Chen

In real-life decision-making problems, determining the influences of the factors on the decision attribute is one of the primary tasks. To affect the decision attribute most, finding a proper hierarchy among the factors and determining…

人工智能 · 计算机科学 2024-02-06 Suvojit Dhara , Adrijit Goswami

Decision-making units (DMUs) in a group convert the same resources (i.e., input indices) into the same products (i.e., output indices) at different scales. Performance indices have different measurement units, and their market prices per…

最优化与控制 · 数学 2023-06-21 Fun-Hwa Franklin Liu , Su-Chuan Shih

Data envelopment analysis (DEA) works like a black box that does not provide any adequate detail to identify the specific reason for inefficiency in decision-making units (DMUs). The motivation of this study is to analyze the cause of the…

最优化与控制 · 数学 2022-06-06 Awadh Pratap Singh , Shiv Prasad Yadav

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, we present an approach to evaluate Research \& Development (R\&D) performance based on the Analytic Hierarchy Process (AHP) method. Through a set of questionnaires submitted to a team of experts, we single out a set of…

Assessing the technical efficiency of a set of observations requires that the associated data composed of inputs and outputs are perfectly known. If this is not the case, then biased estimates will likely be obtained. Data Envelopment…

统计方法学 · 统计学 2021-04-21 Diogo Cunha Ferreira , Josè RUi Figueira , Salvatore Greco , Rui Marques

The Analytic Hierarchy Process (AHP) is a much discussed method in ranking business alternatives based on empirical and judgemental information. We focus here upon the key component of deducing efficient vectors for a reciprocal matrix of…

最优化与控制 · 数学 2024-04-23 Susana Furtado , Charles Johnson

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

Incentive plans involve payments for performance relative to some set of goals. In this paper, we extend Data Envelopment Analysis (DEA) to the evaluation of performance in the specific context of pay-for-performance incentive plans. The…

最优化与控制 · 数学 2019-09-06 Wade D. Cook , Nuria Ramón , José L. Ruiz , Inmaculada Sirvent , Joe Zhu

The objective of this paper is to evaluate the performance of decision-making units (DMUs) using a hybrid fuzzy multi-objective (FMO) data envelopment analysis (DEA) approach. This study develops fuzzy multi-objective optimistic (FMOO) and…

最优化与控制 · 数学 2022-02-04 Awadh Pratap Singh , Shiv Prasad Yadav

The paper deals with a step-wise analytic hierarchy process (AHP) applied by a group of decision makers wherein nobody has a dominant position and it is unlikely to come to terms with respect to either the weights of different objectives or…

多智能体系统 · 计算机科学 2016-05-10 Marian Dragoi , Ciprian Palaghianu

In this paper we propose robust efficiency scores for the scenario in which the specification of the inputs/outputs to be included in the DEA model is modelled with a probability distribution. This proba- bilistic approach allows us to…

最优化与控制 · 数学 2020-01-22 Mercedes Landete , Juan F. Monge , José L. Ruiz

Annual ranking of higher educational institutions (HEIs) is a global phenomenon and have significant impact on higher education landscape. Most of the HEIs pay close attention to ranking results and look forward to improving their ranks.…

机器学习 · 计算机科学 2021-12-15 Nishi Doshi , Samhitha Gundam , Bhaskar Chaudhury

Existing multi-criteria decision-making (MCDM) methods often face challenges when evaluating a large number of alternatives, leading to skewed results in selecting the optimal choice. Similarly, conventional efficiency analysis (EA)…

最优化与控制 · 数学 2026-03-03 Fuh-Hwa Franklin Liu , Su-Chuan Shih

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
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