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Uncertainty in Data Envelopment Analysis: Fuzzy and Belief Degree-Based Uncertainties: Uncertainty, Computational Techniques, and Decision Intelligence

Autor Farhad Hosseinzadeh Lotfi, Masoud Sanei, Ali Asghar Hosseinzadeh, Sadegh Niroomand, Ali Mahmoodirad
en Limba Engleză Paperback – 24 mai 2023
Classical data envelopment analysis (DEA) models use crisp data to measure the inputs and outputs of a given system. In cases such as manufacturing systems, production processes, service systems, etc., the inputs and outputs may be complex and difficult to measure with classical DEA models. Crisp input and output data are fundamentally indispensable in the conventional DEA models. If these models contain complex uncertain data, then they will become more important and practical for decision makers.
Uncertainty in Data Envelopment Analysis introduces methods to investigate uncertain data in DEA models, providing a deeper look into two types of uncertain DEA methods, fuzzy DEA and belief degree-based uncertainty DEA, which are based on uncertain measures. These models aim to solve problems encountered by classical data analysis in cases where the inputs and outputs of systems and processes are volatile and complex, making measurement difficult.

  • Introduces methods to deal with uncertain data in DEA models, as a source of information and a reference book for researchers and engineers
  • Presents DEA models that can be used for evaluating the outputs of many reallife systems in social and engineering subjects
  • Provides fresh DEA models for efficiency evaluation from the perspective of imprecise data
  • Applies the fuzzy set and uncertainty theories to DEA to produce a new method of dealing with the empirical data
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Specificații

ISBN-13: 9780323994446
ISBN-10: 032399444X
Pagini: 346
Dimensiuni: 152 x 229 x 19 mm
Greutate: 0.57 kg
Editura: ELSEVIER SCIENCE
Seria Uncertainty, Computational Techniques, and Decision Intelligence


Public țintă

Graduate students, researchers, and professional engineers who study or perform optimization and evaluation; in the fields of applied mathematics, industrial engineering, computer science, information science, management science, economics, and operations research

Cuprins

1. Uncertain Theories
2. Introduction to Data Envelopment Analysis
3. Fuzzy Data Envelopment Analysis
4. Ranking and Sensitivity and Stability in Fuzzy DEA
5. Uncertain Data Envelopment Analysis
6. Ranking and Sensitivity and Stability in Uncertain DEA