[HTML][HTML] Fifty years of data envelopment analysis

A Mergoni, A Emrouznejad, K De Witte - European journal of operational …, 2024 - Elsevier
Abstract Data Envelopment Analysis (DEA) has emerged as a powerful analytical tool,
revolutionising the field of Operational Research (OR) and contributing to advancements in …

Measuring technical efficiency for multi-input multi-output production processes through OneClass Support Vector Machines: a finite-sample study

R Moragues, J Aparicio, M Esteve - Operational Research, 2023 - Springer
We introduce a new method for the estimation of production technologies in a multi-input
multi-output context, based on OneClass Support Vector Machines with piecewise linear …

Environmental sustainability performance of US airlines: implications of financial performance and technical efficiency

S Kaffash, F Chomachaei, E Aktas - Journal of the Operational …, 2024 - Taylor & Francis
Air transportation significantly contributes to global CO2 emissions. The US Aviation Climate
Action Plan introduced in November 2021 aims to decarbonize the aviation sector by 2050 …

5 Leave-One-Out Validation in Machine Cross-Learning

R Sreedharan, J Prajapati, P Engineer… - Ethical Issues in AI for …, 2023 - books.google.com
Machine learning has become so popular for many reasons such as large volumes of
available data to manage; the large-scale companies are using large-scale datasets for the …

Leave-One-Out Cross-Validation in Machine Learning

R Sreedharan, J Prajapati, P Engineer… - Ethical Issues in AI for …, 2024 - taylorfrancis.com
Automatically adapting new productive approaches from the previous effort is one of the
traditional ways of improving upcoming challenges. Machine learning (ML) is very popular …

Machine Learning Techniques and Efficiency Evaluation: A Survey of Methodological Contributions

J Aparicio, M Esteve, Q Jin - Analytical Decision Making and Data …, 2024 - Springer
This chapter surveys the literature on two types of related contributions. The first group is
made up of models devoted to adapting well-known machine learning techniques for …

Merging Data Envelopment Analysis and Structural Risk Minimization: Some Examples of Use of Multi-output Machine Learning Techniques on Real-World Data

NM Guerrero, J Aparicio, R Moragues… - … Decision Making and …, 2024 - Springer
Abstract Data Envelopment Analysis (DEA) is nowadays a very famous nonparametric
technique for the measurement of technical efficiency. It does so by building a production …

Assessing the technical efficiency of small farmers cultivating wheat in Punjab, Pakistan: A Stochastic Frontier Analysis (SFA)

B Amin, MA Tahir, S Amin, S Hussain - Kashmir Economic Review, 2023 - ker.org.pk
Agriculture is an important sector in developing countries since it employs the bulk of the
people and contributes significantly to GDP. Wheat is an important crop for both money and …