Uncertain Data Envelopment Analysis [electronic resource] / by Meilin Wen.
Material type:
TextSeries: Uncertainty and Operations ResearchPublication details: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2015.Description: XI, 149 p. 4 illus. online resourceContent type: - text
- computer
- online resource
- 9783662438022
- 658.40301 23
- HD30.23
Uncertain Theories -- Introduction to DEA -- Stochastic DEA -- Fuzzy DEA -- Uncertain DEA -- Hybrid DEA.
This book is intended to present the milestones in the progression of uncertain Data envelopment analysis (DEA). Chapter 1 gives some basic introduction to uncertain theories, including probability theory, credibility theory, uncertainty theory and chance theory. Chapter 2 presents a comprehensive review and discussion of basic DEA models. The stochastic DEA is introduced in Chapter 3, in which the inputs and outputs are assumed to be random variables. To obtain the probability distribution of a random variable, a lot of samples are needed to apply the statistics inference approach. Chapter 4 and 5 provide two uncertain DEA methods to evaluate the DMUs with limited or insufficient statistical data, named fuzzy DEA and uncertain DEA. In order to evaluate the DMUs in which uncertainty and randomness appear simultaneously, the hybrid DEA based on chance theory is presented in Chapter 6.
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