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Decision making and performance evaluation using data envelopment analysis

紀錄類型:	書目-語言資料,印刷品 : Monograph/item
正題名/作者:	Decision making and performance evaluation using data envelopment analysis/ by Dariush Khezrimotlagh, Yao Chen.
作者:	Khezrimotlagh, Dariush.
其他作者:	Chen, Yao.
出版者:	Cham :Springer International Publishing : : 2018.,
面頁冊數:	xxix, 392 p. :ill., digital ; : 24 cm.;
Contained By:	Springer eBooks
標題:	Decision making - Mathematical models. -
電子資源:	http://dx.doi.org/10.1007/978-3-319-76345-3
ISBN:	9783319763453

Decision making and performance evaluation using data envelopment analysis
Khezrimotlagh, Dariush.

Decision making and performance evaluation using data envelopment analysis[electronic resource] /by Dariush Khezrimotlagh, Yao Chen. - Cham :Springer International Publishing :2018. - xxix, 392 p. :ill., digital ;24 cm. - International series in operations research & management science,v.2690884-8289 ;. - International series in operations research & management science ;106..

Preface -- Chapter 1. The Gemstone Example -- Chapter 2. Possibility and Practicability -- Chapter 3. The Petroleum Example -- Chapter 4. The optimization approach -- Chapter 5. The Airport Example -- Chapter 6. The Delta Neighborhood -- Chapter 7. Data Envelopment Analysis -- Chapter 8. The Ratio of Output to Input Factors -- Chapter 9. Production Planning Problem -- Chapter 10. Context-Dependent DEA -- Chapter 11. Efficiency Change Over Different Time -- Chapter 12. Delta Neighborhood Extension.

This book offers new transparent views and step-by-step methods for performance evaluation of a set of units using Data Envelopment Analysis (DEA) The book has twelve practical chapters. Elementary concepts and definitions are gradually built in Chapters 1-6 based upon four examples of one input and one output factors, two input factors, two output factors, and four input and three output factors. Simultaneously, the mathematical foundations using linear programming are also introduced without any prerequisites. A reader with basic knowledge of mathematics and computers is able to understand the contents of the book. In addition, to prevent pre-judgment about the available concepts and definitions in the DEA literature, some new phrases are introduced and, after elucidating each phrase in detail in Chapters 1-6, they are reintroduced for industry-wide accuracy in Chapter 7. After that, some of the more advanced DEA topics are illustrated in Chapters 8-12, such as: production-planning problems, output-input ratio analysis, efficiency over different time periods, Malmquist efficiency indexes, and a delta neighborhood model. A clear overview of many of the elementary and advanced concepts of DEA is provided, including Technical Efficiency, Relative Efficiency, Cost/Revenue/Profit Efficiency, Price/Overall Efficiency, the DEA axioms, the mathematical background to measure technical efficiency and overall efficiency, the multiplier/envelopment form of basic DEA models in input/output-orientation, the multiplier/envelopment of Additive DEA model, the multiplier/envelopment of slacks-based models, and others. The book also covers a variety of DEA techniques, input-output ratio analysis, the natural relationships between DEA frontier and the ratio of output to input factors, production-planning problems, planning ideas with a centralized decision-making unit, context-dependent DEA, Malmquist efficiency index, efficiency over different time periods, and others. End-of-chapter exercises are provided for each chapter.

ISBN: 9783319763453

Standard No.: 10.1007/978-3-319-76345-3doiSubjects--Topical Terms:

528289
Decision making
--Mathematical models.

LC Class. No.: HD30.23 / .K44 2018

Dewey Class. No.: 658.40301

Decision making and performance evaluation using data envelopment analysis
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505 0 $a Preface -- Chapter 1. The Gemstone Example -- Chapter 2. Possibility and Practicability -- Chapter 3. The Petroleum Example -- Chapter 4. The optimization approach -- Chapter 5. The Airport Example -- Chapter 6. The Delta Neighborhood -- Chapter 7. Data Envelopment Analysis -- Chapter 8. The Ratio of Output to Input Factors -- Chapter 9. Production Planning Problem -- Chapter 10. Context-Dependent DEA -- Chapter 11. Efficiency Change Over Different Time -- Chapter 12. Delta Neighborhood Extension.
520 $a This book offers new transparent views and step-by-step methods for performance evaluation of a set of units using Data Envelopment Analysis (DEA) The book has twelve practical chapters. Elementary concepts and definitions are gradually built in Chapters 1-6 based upon four examples of one input and one output factors, two input factors, two output factors, and four input and three output factors. Simultaneously, the mathematical foundations using linear programming are also introduced without any prerequisites. A reader with basic knowledge of mathematics and computers is able to understand the contents of the book. In addition, to prevent pre-judgment about the available concepts and definitions in the DEA literature, some new phrases are introduced and, after elucidating each phrase in detail in Chapters 1-6, they are reintroduced for industry-wide accuracy in Chapter 7. After that, some of the more advanced DEA topics are illustrated in Chapters 8-12, such as: production-planning problems, output-input ratio analysis, efficiency over different time periods, Malmquist efficiency indexes, and a delta neighborhood model. A clear overview of many of the elementary and advanced concepts of DEA is provided, including Technical Efficiency, Relative Efficiency, Cost/Revenue/Profit Efficiency, Price/Overall Efficiency, the DEA axioms, the mathematical background to measure technical efficiency and overall efficiency, the multiplier/envelopment form of basic DEA models in input/output-orientation, the multiplier/envelopment of Additive DEA model, the multiplier/envelopment of slacks-based models, and others. The book also covers a variety of DEA techniques, input-output ratio analysis, the natural relationships between DEA frontier and the ratio of output to input factors, production-planning problems, planning ideas with a centralized decision-making unit, context-dependent DEA, Malmquist efficiency index, efficiency over different time periods, and others. End-of-chapter exercises are provided for each chapter.
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