Advances In Data Envelopment Analysis

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Advances in Data Envelopment Analysis

Author : Rolf Färe,Shawna Grosskopf,Dimitris Margaritis
Publisher : World Scientific
Page : 112 pages
File Size : 51,7 Mb
Release : 2015-03-26
Category : Business & Economics
ISBN : 9789814644563

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Advances in Data Envelopment Analysis by Rolf Färe,Shawna Grosskopf,Dimitris Margaritis Pdf

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. Advances in Data Envelopment Analysis focuses on both theoretical developments and their applications into the measurement of productive efficiency and productivity growth, such as its application to the modelling of time substitution, i.e. the problem of how to allocate resources over time, and estimating the "value" of a Decision Making Unit (DMU). Contents:AcknowledgementsPrefaceIntroduction:The DEA Technology and Its Representation(Axiomatic) Properties of the DEA ModelAppendixLooking at the Data in DEA:Data DiagnosticsTechnical ChangeData TranslationAppendix: Distance FunctionsDEA and Intensity Variables:On Shephard's Duality TheoryAdjoint Transformations in DEAThe Diet ProblemPricing Decision Making UnitsDEA and Directional Distance Functions:Directional VectorsAggregation and Directional VectorsEndogenizing the Directional VectorAppendixDEA and Time Substitution:Theoretical UnderpinningReassessing the EU Stability and Growth PactMethodSome Limitations of Two DEA Models:The Non-Archimedean and DEASuper-Efficiency and ZerosReferences Readership: Advanced postgraduate students and researchers in operations research and economics with a particular interest in production theory and operations management. Keywords:Optimization Techniques;Multifactor Productivity;Intertemporal Firm Choice;Technological Change: Choices and Consequences;Diffusion Processes;Data Envelopment Analysis;Operations Research

Advances in DEA Theory and Applications

Author : Kaoru Tone
Publisher : John Wiley & Sons
Page : 576 pages
File Size : 41,7 Mb
Release : 2017-04-12
Category : Mathematics
ISBN : 9781118946701

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Advances in DEA Theory and Applications by Kaoru Tone Pdf

A key resource and framework for assessing the performance of competing entities, including forecasting models Advances in DEA Theory and Applications provides a much-needed framework for assessing the performance of competing entities with special emphasis on forecasting models. It helps readers to determine the most appropriate methodology in order to make the most accurate decisions for implementation. Written by a noted expert in the field, this text provides a review of the latest advances in DEA theory and applications to the field of forecasting. Designed for use by anyone involved in research in the field of forecasting or in another application area where forecasting drives decision making, this text can be applied to a wide range of contexts, including education, health care, banking, armed forces, auditing, market research, retail outlets, organizational effectiveness, transportation, public housing, and manufacturing. This vital resource: Explores the latest developments in DEA frameworks for the performance evaluation of entities such as public or private organizational branches or departments, economic sectors, technologies, and stocks Presents a novel area of application for DEA; namely, the performance evaluation of forecasting models Promotes the use of DEA to assess the performance of forecasting models in a wide area of applications Provides rich, detailed examples and case studies Advances in DEA Theory and Applications includes information on a balanced benchmarking tool that is designed to help organizations examine their assumptions about their productivity and performance.

Data Envelopment Analysis and Effective Performance Assessment

Author : Lotfi, Farhad Hossein Zadeh,Najafi, Seyed Esmaeil,Nozari, Hamed
Publisher : IGI Global
Page : 365 pages
File Size : 48,6 Mb
Release : 2016-09-01
Category : Computers
ISBN : 9781522505976

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Data Envelopment Analysis and Effective Performance Assessment by Lotfi, Farhad Hossein Zadeh,Najafi, Seyed Esmaeil,Nozari, Hamed Pdf

For any organization, analysis of performance and effectiveness through available data allows for informed decision making. Data envelopment analysis, or DEA, is a popular, effective method that can be used to measure productive efficiency in operations management assessment. Data Envelopment Analysis and Effective Performance Assessment addresses the myriad of practical uses and innovative developments of DEA. Emphasizing the importance of analyzing productivity by measuring inputs, goals, economic growth, and performance, this book covers a wide breadth of innovative knowledge. This book is essential reading for managers, business professionals, students of business and ICT, and computer engineers.

Data Envelopment Analysis

Author : William W. Cooper,Lawrence M. Seiford,Kaoru Tone
Publisher : Springer Science & Business Media
Page : 492 pages
File Size : 53,8 Mb
Release : 2007-01-10
Category : Business & Economics
ISBN : 9780387452838

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Data Envelopment Analysis by William W. Cooper,Lawrence M. Seiford,Kaoru Tone Pdf

This volume systematically details both the basic principles and new developments in Data Envelopment Analysis (DEA), offering a solid understanding of the methodology, its uses, and its potential. New material in this edition includes coverage of recent developments that have greatly extended the power and scope of DEA and have lead to new directions for research and DEA uses. Each chapter accompanies its developments with simple numerical examples and discussions of actual applications. The first nine chapters cover the basic principles of DEA, while the final seven chapters provide a more advanced treatment.

Advances in Research Methods for Information Systems Research

Author : Kweku-Muata Osei-Bryson,Ojelanki Ngwenyama
Publisher : Springer Science & Business Media
Page : 231 pages
File Size : 49,9 Mb
Release : 2013-11-25
Category : Business & Economics
ISBN : 9781461494638

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Advances in Research Methods for Information Systems Research by Kweku-Muata Osei-Bryson,Ojelanki Ngwenyama Pdf

Advances in social science research methodologies and data analytic methods are changing the way research in information systems is conducted. New developments in statistical software technologies for data mining (DM) such as regression splines or decision tree induction can be used to assist researchers in systematic post-positivist theory testing and development. Established management science techniques like data envelopment analysis (DEA), and value focused thinking (VFT) can be used in combination with traditional statistical analysis and data mining techniques to more effectively explore behavioral questions in information systems research. As adoption and use of these research methods expand, there is growing need for a resource book to assist doctoral students and advanced researchers in understanding their potential to contribute to a broad range of research problems. Advances in Research Methods for Information Systems Research: Data Mining, Data Envelopment Analysis, Value Focused Thinking focuses on bridging and unifying these three different methodologies in order to bring them together in a unified volume for the information systems community. This book serves as a resource that provides overviews on each method, as well as applications on how they can be employed to address IS research problems. Its goal is to help researchers in their continuous efforts to set the pace for having an appropriate interplay between behavioral research and design science.

An Introduction to Data Envelopment Analysis

Author : R Ramanathan
Publisher : SAGE
Page : 208 pages
File Size : 53,7 Mb
Release : 2003-08-18
Category : Business & Economics
ISBN : 076199761X

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An Introduction to Data Envelopment Analysis by R Ramanathan Pdf

From the Foreword: 'This book is an excellent tool for practitioners who are interested in the merits and pitfalls of the technique.... (The author's) research is an example of inventiveness, diligence and accuracy' - Freerk A. Lootsma, Delft Institute of Technology Data envelopment Analysis is a Mathematical Programme for measuring performance efficiency of organizational units. The organizational units, termed as decision-making units (DMU) can be of any kind: manufacturing units, a set of schools, banks, hospitals, power plants, police stations, prisons, a set of firms etc. DEA has been unsuccessfully applied to measure the performance efficiency of these different kinds of DMUs which share a common characteristic - that they are non-profit organization where measurement of performance efficiency is difficult. DEA has been employed for assessing the relative performance of a set of firms that use a variety of identical inputs-say in the case of a school: quality of students, teachers, grants etc.,-to produce a variety of identical outputs-number of students who pass the final year, average grades obtained by the students in the final year etc. DEA assumes the performance of the DMUs by using the concepts of efficiency or productivity which is measured as the ratio of total outputs to total inputs. Also, the efficiencies estimated are relative to the best performing DMU or DMUs. The best performing DMU is given a score of 100% and the performance of other DMUs vary between 0 -100%.

Data Envelopment Analysis with GAMS

Author : Ali Emrouznejad,Konstantinos Petridis,Vincent Charles
Publisher : Springer Nature
Page : 160 pages
File Size : 48,5 Mb
Release : 2023-07-04
Category : Business & Economics
ISBN : 9783031307010

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Data Envelopment Analysis with GAMS by Ali Emrouznejad,Konstantinos Petridis,Vincent Charles Pdf

This book provides a comprehensive and practical introduction to Data Envelopment Analysis (DEA). It explains how this non-parametric technique is used to measure performance and extract efficiency from homogeneous entities within a production procedure. It situates DEA within a growing field of productivity analysis and performance measurement, for which numerous models have been proposed. This book encapsulates all of the advances in DEA models proposed in the literature. These models are presented in the context of the GAMS software, which is a powerful tool for mathematical programming models. This book serves two educational purposes: it introduces readers to DEA models and provides examples using GAMS. In addition, the reader is introduced to GAMS programming, as well as innovative and practical applications. GAMS codes are available for free, allowing readers to test and expand the models to meet their specific needs.

Data Envelopment Analysis (DEA) Methods for Maximizing Efficiency

Author : Ajibesin, Adeyemi Abel,Vajjhala, Narasimha Rao
Publisher : IGI Global
Page : 413 pages
File Size : 42,9 Mb
Release : 2024-01-16
Category : Computers
ISBN : 9798369302576

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Data Envelopment Analysis (DEA) Methods for Maximizing Efficiency by Ajibesin, Adeyemi Abel,Vajjhala, Narasimha Rao Pdf

In today's highly competitive and rapidly evolving global landscape, the quest for efficiency has become a crucial factor in determining the success of organizations across various industries. Data Envelopment Analysis (DEA) Methods for Maximizing Efficiency is a comprehensive guide that delves into the powerful mathematical tool of DEA, is designed to assess the relative efficiency of decision-making units (DMUs), and provides valuable insights for performance improvement. This book presents a systematic overview of DEA models and techniques, from fundamental concepts to advanced methods, showcasing their practical applications through real-world examples and case studies. Catering to a broad audience, this book is designed for students, researchers, consultants, decision-makers, and enthusiasts in the field of efficiency analysis and performance measurement. Consultants and practitioners will gain practical insights for applying DEA in various contexts, and decision-makers will be equipped to make informed decisions for maximizing efficiency. Additionally, individuals with a general interest in data analysis and performance measurement will find this book accessible and informative. This book covers a wide range of topics, including mathematical foundations of DEA, DEA models and variations, DEA efficiency and productivity measures, DEA applications in various industries such as healthcare, finance, supply chain management, environmental management, education management, and public sector management.

Data Envelopment Analysis in the Financial Services Industry

Author : Joseph C. Paradi,H. David Sherman,Fai Keung Tam
Publisher : Springer
Page : 370 pages
File Size : 41,8 Mb
Release : 2017-11-21
Category : Business & Economics
ISBN : 9783319697253

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Data Envelopment Analysis in the Financial Services Industry by Joseph C. Paradi,H. David Sherman,Fai Keung Tam Pdf

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.

Introduction and Comparison of Data Envelopment Analysis Software Packages

Author : Alireza Alinezhad,Seyyed Hamed Mirtaleb,Javad Khalili
Publisher : Unknown
Page : 0 pages
File Size : 52,9 Mb
Release : 2021
Category : Data envelopment analysis
ISBN : 1536191191

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Introduction and Comparison of Data Envelopment Analysis Software Packages by Alireza Alinezhad,Seyyed Hamed Mirtaleb,Javad Khalili Pdf

"This book presents and compares 11 software packages of Data Envelopment Analysis (DEA). Performance measurement is done by various methods, one of which is DEA. Due to the ability of DEA models to meet practical requirements, extensive research can be conducted in the fields of mathematics, management, economics, and engineering. Therefore, during recent decades, the use of this method has been considered with significant growth among researchers. DEA evaluates the performance of Decision Making Units (DMUs) by using linear programming. Since linear programming should be solved for each DMU, performance measurement for a large number of DMUs is difficult and time-consuming. For this purpose, various software packages have been designed and developed to address these problems. Each of these software's is designed for different purposes and has different features and applications. The main objectives of this book are to introduce, express the advantages and disadvantages of each of these software packages, as well as their comparisons"--

Data Envelopment Analysis: Theory, Methodology, and Applications

Author : Abraham Charnes,William W. Cooper,Arie Y. Lewin,Lawrence M. Seiford
Publisher : Springer Science & Business Media
Page : 507 pages
File Size : 50,6 Mb
Release : 2013-12-01
Category : Business & Economics
ISBN : 9789401106375

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Data Envelopment Analysis: Theory, Methodology, and Applications by Abraham Charnes,William W. Cooper,Arie Y. Lewin,Lawrence M. Seiford Pdf

This book represents a milestone in the progression of Data Envelop ment Analysis (DEA). It is the first reference text which includes a comprehensive review and comparative discussion of the basic DEA models. The development is anchored in a unified mathematical and graphical treatment and includes the most important modeling ex tensions. In addition, this is the first book that addresses the actual process of conducting DEA analyses including combining DEA and 1 parametric techniques. The book has three other distinctive features. It traces the applications driven evolution and diffusion of DEA models and extensions across disciplinary boundaries. It includes a comprehensive bibliography to serve as a source of references as well as a platform for further develop ments. And, finally, the power of DEA analysis is demonstrated through fifteen novel applications which should serve as an inspiration for future applications and extensions of the methodology. The origin of this book was a Conference on New Uses of DEA in 2 Management and Public Policy which was held at the IC Institute of the University of Texas at Austin on September 27-29, 1989. The conference was made possible through NSF Grant #SES-8722504 (A. Charnes and 2 W. W. Cooper, co-PIs) and the support of the IC Institute.

Data Envelopment Analysis: Theory, Methodology, and Applications

Author : Abraham Charnes,William W. Cooper,Arie Y. Lewin,Lawrence M. Seiford
Publisher : Springer Science & Business Media
Page : 536 pages
File Size : 51,6 Mb
Release : 1995-07-31
Category : Business & Economics
ISBN : 0792394801

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Data Envelopment Analysis: Theory, Methodology, and Applications by Abraham Charnes,William W. Cooper,Arie Y. Lewin,Lawrence M. Seiford Pdf

This book represents a milestone in the progression of Data Envelop ment Analysis (DEA). It is the first reference text which includes a comprehensive review and comparative discussion of the basic DEA models. The development is anchored in a unified mathematical and graphical treatment and includes the most important modeling ex tensions. In addition, this is the first book that addresses the actual process of conducting DEA analyses including combining DEA and 1 parametric techniques. The book has three other distinctive features. It traces the applications driven evolution and diffusion of DEA models and extensions across disciplinary boundaries. It includes a comprehensive bibliography to serve as a source of references as well as a platform for further develop ments. And, finally, the power of DEA analysis is demonstrated through fifteen novel applications which should serve as an inspiration for future applications and extensions of the methodology. The origin of this book was a Conference on New Uses of DEA in 2 Management and Public Policy which was held at the IC Institute of the University of Texas at Austin on September 27-29, 1989. The conference was made possible through NSF Grant #SES-8722504 (A. Charnes and 2 W. W. Cooper, co-PIs) and the support of the IC Institute.

Introduction to the Theory and Application of Data Envelopment Analysis

Author : Emmanuel Thanassoulis
Publisher : Springer Science & Business Media
Page : 296 pages
File Size : 54,5 Mb
Release : 2013-06-29
Category : Business & Economics
ISBN : 9781461514077

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Introduction to the Theory and Application of Data Envelopment Analysis by Emmanuel Thanassoulis Pdf

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. The key in each case is that they perform feature which makes the units comparable the same function in terms of the kinds of resource they use and the types of output they produce. For example all bank branches to be compared would typically use staff and capital assets to effect income generating activities such as advancing loans, selling financial products and carrying out banking transactions on behalf of their clients. The efficiencies assessed in this context by DEA are intended to reflect the scope for resource conservation at the unit being assessed without detriment to its outputs, or alternatively, the scope for output augmentation without additional resources. The efficiencies assessed are comparative or relative because they reflect scope for resource conservation or output augmentation at one unit relative to other comparable benchmark units rather than in some absolute sense. We resort to relative rather than absolute efficiencies because in most practical contexts we lack sufficient information to derive the superior measures of absolute efficiency. DEA was initiated by Charnes Cooper and Rhodes in 1978 in their seminal paper Chames et al. (1978). The paper operationalised and extended by means of linear programming production economics concepts of empirical efficiency put forth some twenty years earlier by Farrell (1957).

Advances in DEA Theory and Applications

Author : Kaoru Tone
Publisher : John Wiley & Sons
Page : 579 pages
File Size : 49,9 Mb
Release : 2017-06-26
Category : Mathematics
ISBN : 9781118945629

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Advances in DEA Theory and Applications by Kaoru Tone Pdf

A key resource and framework for assessing the performance of competing entities, including forecasting models Advances in DEA Theory and Applications provides a much-needed framework for assessing the performance of competing entities with special emphasis on forecasting models. It helps readers to determine the most appropriate methodology in order to make the most accurate decisions for implementation. Written by a noted expert in the field, this text provides a review of the latest advances in DEA theory and applications to the field of forecasting. Designed for use by anyone involved in research in the field of forecasting or in another application area where forecasting drives decision making, this text can be applied to a wide range of contexts, including education, health care, banking, armed forces, auditing, market research, retail outlets, organizational effectiveness, transportation, public housing, and manufacturing. This vital resource: Explores the latest developments in DEA frameworks for the performance evaluation of entities such as public or private organizational branches or departments, economic sectors, technologies, and stocks Presents a novel area of application for DEA; namely, the performance evaluation of forecasting models Promotes the use of DEA to assess the performance of forecasting models in a wide area of applications Provides rich, detailed examples and case studies Advances in DEA Theory and Applications includes information on a balanced benchmarking tool that is designed to help organizations examine their assumptions about their productivity and performance.

Network Data Envelopment Analysis

Author : Chiang Kao
Publisher : Springer Nature
Page : 483 pages
File Size : 49,8 Mb
Release : 2023-07-24
Category : Business & Economics
ISBN : 9783031275937

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Network Data Envelopment Analysis by Chiang Kao Pdf

This second edition systematically presents the underlying theory, model development, and applications of network Data Envelopment Analysis (DEA). It discusses the models used to measure the efficiency of systems in specific network structures and introduces readers to the latest applications. It demonstrates how the “network DEA” approach helps identify and manage the specific components that cause inefficiencies in the overall system. The existing models for measuring the efficiency of systems in specific network structures are also discussed, and the relationships between system efficiency and component efficiency are explored. Moreover, the book provides an advanced exposition on performance evaluation of systems with network structures. It explores the networked nature of most production and operation systems, and explains why network analyses are necessary. Accordingly, the book will inspire new research and applications based on the state of the art. In this new edition, the latest research advances and discoveries are discussed. Two new chapters on Linkage Efficiency and External and Internal Evaluations have been added. This book is mainly aimed at researchers and graduate students who are interested in performance evaluation, DEA, and multi-criteria decision analysis. Practitioners who want to measure the performance of production, operation, or any type of decision-making units will also find it useful.