``NeuralDEA -- a framework using neural network to re-evaluate DEA benchmarks

DOI10.1007/S12597-013-0170-1zbMath1332.90354OpenAlexW2315403355MaRDI QIDQ260480

F. Blanchet-Sadri, M. Dambrine

Publication date: 21 March 2016

Published in: Opsearch (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/s12597-013-0170-1

zbMATH Keywords

neural networkdata envelopment analysisbenchmarkdata generation procedureneural DEAneural network trainingparametric frontierpiece-wise linear

Mathematics Subject Classification ID

Management decision making, including multiple objectives (90B50) Approximation methods and heuristics in mathematical programming (90C59) Special problems of linear programming (transportation, multi-index, data envelopment analysis, etc.) (90C08)

Uses Software

• R
• neuralnet
• Benchmarking

Cites Work

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• Seeking alternative DEA benchmarks
• Measuring the performance of pharmacy stores using discretionary and non-discretionary variables
• An integrated artificial neural network and fuzzy clustering algorithm for performance assessment of decision making units
• The measurement of relative efficiency using data envelopment analysis with assurance regions that link inputs and outputs
• Weights restrictions and value judgements in data envelopment analysis: Evolution, development and future directions
• Neural networks: A review from a statistical perspective. With comments and a rejoinder by the authors
• Assessing the relative efficiency of decision making units using DEA models with weight restrictions
• Restricting Weight Flexibility in Data Envelopment Analysis
• A Comparison of Data Envelopment Analysis and Artificial Neural Networks as Tools for Assessing the Efficiency of Decision Making Units
• DEA models for the explicit maximisation of relative efficiency

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