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Data Envelopment Analysis with R, Farhad Hosseinzadeh Lotfi; Ali Ebrahimnejad; Mohse


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Автор: Farhad Hosseinzadeh Lotfi; Ali Ebrahimnejad; Mohse
Название:  Data Envelopment Analysis with R
ISBN: 9783030242763
Издательство: Springer
Классификация:




ISBN-10: 3030242765
Обложка/Формат: Hardcover
Страницы: 236
Вес: 0.55 кг.
Дата издания: 2020
Серия: Studies in Fuzziness and Soft Computing
Язык: English
Издание: 1st ed. 2020
Иллюстрации: 1 illustrations, color; 70 illustrations, black and white; xiv, 236 p. 71 illus., 1 illus. in color.
Размер: 234 x 156 x 16
Читательская аудитория: Professional & vocational
Основная тема: Engineering
Ссылка на Издательство: Link
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Поставляется из: Германии
Описание: This book introduces readers to the use of R codes for optimization problems. First, it provides the necessary background to understand data envelopment analysis (DEA), with a special emphasis on fuzzy DEA. It then describes DEA models, including fuzzy DEA models, and shows how to use them to solve optimization problems with R. Further, it discusses the main advantages of R in optimization problems, and provides R codes based on real-world data sets throughout. Offering a comprehensive review of DEA and fuzzy DEA models and the corresponding R codes, this practice-oriented reference guide is intended for masters and Ph.D. students in various disciplines, as well as practitioners and researchers.
Дополнительное описание: Introduction to Data Envelopment Analysis and Fuzzy Sets.- Introductions and Definitions of R.- Basic DEA Models with R Codes.- Advanced DEA Models with R Codes.- Fuzzy Data Envelopment Analysis Models with R Codes.



Data envelopment analysis :

Автор: Cooper, William W.
Название: Data envelopment analysis :
ISBN: 1489978798 ISBN-13(EAN): 9781489978790
Издательство: Springer
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Цена: 12850.00 р.
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Описание: This volume details basic principles and new developments in Data Envelopment Analysis (DEA). New material in this edition includes coverage of recent developments that have greatly extended the power and scope of DEA.

Introduction to the Theory and Application of Data Envelopment Analysis

Автор: Emmanuel Thanassoulis
Название: Introduction to the Theory and Application of Data Envelopment Analysis
ISBN: 1461355389 ISBN-13(EAN): 9781461355380
Издательство: Springer
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Цена: 27950.00 р.
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Описание: 1 DATA ENVELOPMENT ANALYSIS Data Envelopment Analysis (DEA) was initially developed as a method for assessing the comparative efficiencies of organisational units such as the branches of a bank, schools, hospital departments or restaurants.

Decision Making and Performance Evaluation Using Data Envelopment Analysis

Автор: Dariush Khezrimotlagh; Yao Chen
Название: Decision Making and Performance Evaluation Using Data Envelopment Analysis
ISBN: 3030094723 ISBN-13(EAN): 9783030094720
Издательство: Springer
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Цена: 11179.00 р.
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Описание: 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.
Data Envelopment Analysis

Автор: Joe Zhu
Название: Data Envelopment Analysis
ISBN: 1489978453 ISBN-13(EAN): 9781489978455
Издательство: Springer
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Цена: 18167.00 р.
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Описание: Distance Functions in Primal and Dual Spaces.- DEA Cross Efficiency.- DEA Cross Efficiency Under Variable Returns to Scale.- Discrete and Integer Valued Inputs and Outputs in Data Envelopnebt Analysis.- DEA Models with Production Trade-offs and Weight Restrictions.- Facet Analysis in Data Envelopment Analysis.- Stochastic Nonparametric Approach to Efficiency Analysis: A Unified Framework.- Translation Invariance in Data Envelopment Analysis.- Scale Elasticity in Non-parametric DEA Approach.- DEA Based Benchmarking Models.- Data Envelopment Analysis with Non-Homogeneous DMUs.- Efficiency Measurement in Data Envelopment Analysis with Fuzzy Data.- Partial Input to Output Impacts in DEA: Production Considerations and Resource Sharing Among Business Sub-Units.- Super-efficiency in Data Envelopment Analysis.- DEA Models with Undesirable Inputs.- Frontier Differences and the Global Malmquist Index.

Data Envelopment Analysis in the Financial Services Industry

Автор: Joseph C. Paradi; H. David Sherman; Fai Tam
Название: Data Envelopment Analysis in the Financial Services Industry
ISBN: 3319697234 ISBN-13(EAN): 9783319697239
Издательство: Springer
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Цена: 19564.00 р.
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Описание: This book presents the methodology and applications of Data Envelopment Analysis (DEA) in measuring productivity, efficiency and effectiveness in Financial Services firms such as banks, bank branches, stock markets, pension funds, mutual funds, insurance firms, credit unions, risk tolerance, and corporate failure prediction. Financial service DEA research includes banking; insurance businesses; hedge, pension and mutual funds; and credit unions. Significant business transactions among financial service organizations such as bank mergers and acquisitions and valuation of IPOs have also been the focus of DEA research. The book looks at the range of DEA uses for financial services by presenting prior studies, examining the current capabilities reflected in the most recent research, and projecting future new uses of DEA in finance related applications.

Data Envelopment Analysis

Автор: Wade D. Cook; Joe Zhu
Название: Data Envelopment Analysis
ISBN: 1489978461 ISBN-13(EAN): 9781489978462
Издательство: Springer
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Цена: 27951.00 р.
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Описание: This comprehensive handbook on state-of-the-art topics in DEA modeling of internal structures and networks presents work by leading researchers who share their results on subjects including additive efficiency decomposition and slacks-based network DEA.

Handbook of Operations Analytics Using Data Envelopment Analysis

Автор: Hwang
Название: Handbook of Operations Analytics Using Data Envelopment Analysis
ISBN: 1489977031 ISBN-13(EAN): 9781489977038
Издательство: Springer
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Цена: 20962.00 р.
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Описание: This handbook focuses on Data Envelopment Analysis (DEA) applications in operations analytics which are fundamental tools and techniques for improving operation functions and attaining long-term competitiveness. In fact, the handbook demonstrates that DEA can be viewed as Data Envelopment Analytics.Chapters include a review of cross-efficiency evaluation; a case study on measuring the environmental performance of OECS countries; how to select a set of performance metrics in DEA with an application to American banks; a relational network model to take the operations of individual periods into account in measuring efficiencies; how the efficient frontier methods DEA and stochastic frontier analysis (SFA) can be used synergistically; and how to integrate DEA and multidimensional scaling.In other chapters, authors construct a dynamic three-stage network DEA model; a bootstrapping based methodology to evaluate returns to scale and convexity assumptions in DEA; hybridizing DEA and cooperative games; using DEA to represent the production technology and directional distance functions to measure band performance; an input-specific Luenberger energy and environmental productivity indicator; and the issue of reference set by differentiating between the uniquely found reference set and the unary and maximal types of the reference set.Finally, additional chapters evaluate and compare the technological advancement observed in different hybrid electric vehicles (HEV) market segments over the past 15 years; radial measurement of efficiency for the production process possessing multi-components under different production technologies; issues around the use of accounting information in DEA; how to use DEA environmental assessment to establish corporate sustainability; a summary of research efforts on DEA environmental assessment applied to energy in the last 30 years; and an overview of DEA and how it can be utilized alone and with other techniques to investigate corporate environmental sustainability questions.

Modeling Data Irregularities and Structural Complexities in Data Envelopment Analysis

Автор: Joe Zhu; Wade D. Cook
Название: Modeling Data Irregularities and Structural Complexities in Data Envelopment Analysis
ISBN: 1441944001 ISBN-13(EAN): 9781441944009
Издательство: Springer
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Цена: 18167.00 р.
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Описание: In a relatively short period of time, data envelopment analysis (DEA) has grown into a powerful analytical tool for measuring and evaluating performance. It is a handbook treatment dealing with specific data problems, including imprecise data and undesirable outputs.

Performance Measurement with Fuzzy Data Envelopment Analysis

Автор: Ali Emrouznejad; Madjid Tavana
Название: Performance Measurement with Fuzzy Data Envelopment Analysis
ISBN: 3662509849 ISBN-13(EAN): 9783662509845
Издательство: Springer
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Цена: 15672.00 р.
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Описание: The intensity of global competition and ever-increasing economic uncertainties has led organizations to search for more efficient and effective ways to manage their business operations. Fuzzy DEA (FDEA) is a promising extension of the conventional DEA proposed for dealing with imprecise and ambiguous data in performance measurement problems.

Decision making and performance evaluation using data envelopment analysis

Автор: Khezrimotlagh, Dariush Chen, Yao
Название: Decision making and performance evaluation using data envelopment analysis
ISBN: 331976344X ISBN-13(EAN): 9783319763446
Издательство: Springer
Рейтинг:
Цена: 11179.00 р.
Наличие на складе: Есть у поставщика Поставка под заказ.

Описание: 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.
Advances In Data Envelopment Analysis

Автор: Fare Rolf Et Al
Название: Advances In Data Envelopment Analysis
ISBN: 9814644544 ISBN-13(EAN): 9789814644549
Издательство: World Scientific Publishing
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Цена: 11880.00 р.
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Описание: Data Envelopment Analysis (DEA) is often overlooked in empirical work such as diagnostic tests to determine whether the data conform with technology which, in turn, is important in identifying technical change, or finding which types of DEA models allow data transformations, including dealing with ordinal data.

Uncertain Data Envelopment Analysis

Автор: Meilin Wen
Название: Uncertain Data Envelopment Analysis
ISBN: 366252581X ISBN-13(EAN): 9783662525814
Издательство: Springer
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Цена: 13974.00 р.
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Описание: Chapter 1 gives some basic introduction to uncertain theories, including probability theory, credibility theory, uncertainty theory and chance theory. 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.


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