Dynamics of Data Envelopment Analysis

Dynamics of Data Envelopment Analysis PDF Author: Jati Sengupta
Publisher: Springer Science & Business Media
ISBN: 9401585067
Category : Business & Economics
Languages : en
Pages : 296

Get Book

Book Description
Data envelopment analysis develops a set of nonparametric and semiparametric techniques for measuring economic efficiency among firms and nonprofit organizations. Over the past decade this technique has found most widespread applications in public sector organizations. However these applications have been mostly static. This monograph extends this static framework of efficiency analysis in several new directions. These include but are not limited to the following: (1) a dynamic view of the production and cost frontier, where capital inputs are treated differently from the current inputs, (2) a direct role of the technological progress and regress, which is so often stressed in total factor productivity discussion in modem growth theory in economics, (3) stochastic efficiency in a dynamic setting, where reliability improvement competes with technical efficiency, (4) flexible manufacturing systems, where flexibility of the production process and the economies of scope play an important role in efficiency analysis and (5) the role of economic factors such as externalities and input interdependences. Efficiency is viewed here in the framework of a general systems theory model. Such a view is intended to broaden the scope of applications of this promising new technique of data envelopment analysis. The monograph stresses the various applied aspects of the dynamic theory, so that it can be empirically implemented in different situations. As far as possible abstract mathematical treatments are avoided and emphasis placed on the statistical examples and empirical illustrations.

Dynamics of Data Envelopment Analysis

Dynamics of Data Envelopment Analysis PDF Author: Jati Sengupta
Publisher: Springer Science & Business Media
ISBN: 9401585067
Category : Business & Economics
Languages : en
Pages : 296

Get Book

Book Description
Data envelopment analysis develops a set of nonparametric and semiparametric techniques for measuring economic efficiency among firms and nonprofit organizations. Over the past decade this technique has found most widespread applications in public sector organizations. However these applications have been mostly static. This monograph extends this static framework of efficiency analysis in several new directions. These include but are not limited to the following: (1) a dynamic view of the production and cost frontier, where capital inputs are treated differently from the current inputs, (2) a direct role of the technological progress and regress, which is so often stressed in total factor productivity discussion in modem growth theory in economics, (3) stochastic efficiency in a dynamic setting, where reliability improvement competes with technical efficiency, (4) flexible manufacturing systems, where flexibility of the production process and the economies of scope play an important role in efficiency analysis and (5) the role of economic factors such as externalities and input interdependences. Efficiency is viewed here in the framework of a general systems theory model. Such a view is intended to broaden the scope of applications of this promising new technique of data envelopment analysis. The monograph stresses the various applied aspects of the dynamic theory, so that it can be empirically implemented in different situations. As far as possible abstract mathematical treatments are avoided and emphasis placed on the statistical examples and empirical illustrations.

Towards a Sustainable Future - Life Cycle Management

Towards a Sustainable Future - Life Cycle Management PDF Author: Zbigniew Stanislaw Klos
Publisher: Springer Nature
ISBN: 303077127X
Category : Biotechnology
Languages : en
Pages : 317

Get Book

Book Description
This open access book includes a selection of contributions from the Life Cycle Management 2019 Conference (LCM) held in Poznań, Poland, and presents different examples of scientific and practical contributions, showing an incorporation of life cycle approach into the decision processes on strategic and operational level. Special attention is drawn to applications of LCM to target, organize, analyze and manage product-related information and activities towards continuous improvement, along the different products life cycle. The selection of case studies presents LCM as a business management approach that can be used by all types of businesses and organizations in order to improve their sustainability performance. This book provides a cross-sectoral, current picture of LCM issues. The structure of the book is based on five-theme lines. The themes represent different objects that are focused on sustainability and LCM practices mainly related to: products, technologies, organizations, markets and policy issues as well as methodological solutions. The book brings together presentations from the world of science and the world of enterprises as well as institutions supporting economic development.

Dynamic and Stochastic Efficiency Analysis

Dynamic and Stochastic Efficiency Analysis PDF Author: Jatikumar Sengupta
Publisher: World Scientific
ISBN: 9789810242664
Category : Business & Economics
Languages : en
Pages : 244

Get Book

Book Description
This book extends the dynamic and stochastic analysis of economic efficiency by using the recent techniques of data envelopment analysis.New results and applications of these techniques in numerous areas of economics, finance and management are provided, including treatment of private sector industries, portfolio models in finance, quality control techniques in managerial performance, the role of market competition, policy applications in investment models in finance, risk aversion and efficiency, and technology and innovation.The most up-to-date tools of efficiency analysis developed here will be valuable for students and researchers in operations research, applied management science and applied microeconomics.

Fuzzy, Rough and Intuitionistic Fuzzy Set Approaches for Data Handling

Fuzzy, Rough and Intuitionistic Fuzzy Set Approaches for Data Handling PDF Author: Tanmoy Som
Publisher: Springer Nature
ISBN: 9811985669
Category : Computers
Languages : en
Pages : 279

Get Book

Book Description
This book facilitates both the theoretical background and applications of fuzzy, intuitionistic fuzzy and rough, fuzzy rough sets in the area of data science. This book provides various individual, soft computing, optimization and hybridization techniques of fuzzy and intuitionistic fuzzy sets with rough sets and their applications including data handling and that of type-2 fuzzy systems. Machine learning techniques are effectively implemented to solve a diversity of problems in pattern recognition, data mining and bioinformatics. To handle different nature of problems, including uncertainty, the book highlights the theory and recent developments on uncertainty, fuzzy systems, feature extraction, text categorization, multiscale modeling, soft computing, machine learning, deep learning, SMOTE, data handling, decision making, Diophantine fuzzy soft set, data envelopment analysis, centrally measures, social networks, Volterra–Fredholm integro-differential equation, Caputo fractional derivative, interval optimization, decision making, classification problems. This book is predominantly envisioned for researchers and students of data science, medical scientists and professional engineers.

Network Data Envelopment Analysis

Network Data Envelopment Analysis PDF Author: Chiang Kao
Publisher: Springer
ISBN: 3319317180
Category : Business & Economics
Languages : en
Pages : 443

Get Book

Book Description
This book presents the underlying theory, model development, and applications of network Data Envelopment Analysis (DEA) in a systematic way. The field of network DEA extends and complements conventional DEA by considering not only inputs and outputs when measuring system efficiency, but also the internal structure of the system being analyzed. By analyzing the efficiency of individual internal components, and more particularly by studying the effects of relationships among components which are modeled and implemented by means of various network structures, the “network DEA” approach is able to help identify and manage the specific components that contribute inefficiencies into the overall systems. This relatively new approach comprises an important analytical tool based on mathematical programming techniques, with valuable implications to production and operations management. The existing models for measuring the efficiency of systems of specific network structures are also discussed, and the relationships between the system and component efficiencies are explored. This book should be able to inspire new research and new applications based on the current state of the art. Performance evaluation is an important task in management, and is needed to (i) better understand the past accomplishments of an organization and (ii) plan for its future development. However, this task becomes rather challenging when multiple performance metrics are involved. DEA is a powerful tool to cope with such issues. For systems or operations composed of interrelated processes, managers need to know how the performances of the various processes evaluated and how they are aggregated to form the overall performance of the system. This book provides an advanced exposition on performance evaluation of systems with network structures. It explores the network nature of most production and operation systems, and explains why network analyses are necessary.

Handbook on Data Envelopment Analysis

Handbook on Data Envelopment Analysis PDF Author: William W. Cooper
Publisher: Springer Science & Business Media
ISBN: 9781441961518
Category : Business & Economics
Languages : en
Pages : 498

Get Book

Book Description
This handbook covers DEA topics that are extensively used and solidly based. The purpose of the handbook is to (1) describe and elucidate the state of the field and (2), where appropriate, extend the frontier of DEA research. It defines the state-of-the-art of DEA methodology and its uses. This handbook is intended to represent a milestone in the progression of DEA. Written by experts, who are generally major contributors to the topics to be covered, it includes a comprehensive review and discussion of basic DEA models, which, in the present issue extensions to the basic DEA methods, and a collection of DEA applications in the areas of banking, engineering, health care, and services. The handbook's chapters are organized into two categories: (i) basic DEA models, concepts, and their extensions, and (ii) DEA applications. First edition contributors have returned to update their work. The second edition includes updated versions of selected first edition chapters. New chapters have been added on: different approaches with no need for a priori choices of weights (called “multipliers) that reflect meaningful trade-offs, construction of static and dynamic DEA technologies, slacks-based model and its extensions, DEA models for DMUs that have internal structures network DEA that can be used for measuring supply chain operations, Selection of DEA applications in the service sector with a focus on building a conceptual framework, research design and interpreting results.

Neutrosophic data envelopment analysis: a comprehensive review and current trends

Neutrosophic data envelopment analysis: a comprehensive review and current trends PDF Author: Kshitish Kumar Mohanta
Publisher: Infinite Study
ISBN:
Category : Mathematics
Languages : en
Pages : 13

Get Book

Book Description
The concept of a neutrosophic set is a comprehensive extension of both fuzzy sets and Intuitionistic Fuzzy Sets (IFSs). It allows decision makers to assign three distinct membership degrees, enabling a more precise representation of uncertainty. Neutrosophic Data Envelopment Analysis (Neu-DEA) is an extended version of the Data Envelopment Analysis (DEA) and Fuzzy DEA (FDEA) concepts. It aims to assess the performance of Decision Making Units (DMUs) within a neutrosophic environment. Neu-DEA specifically tackles the challenges associated with evaluating performance when the input and output data are incomplete, ambiguous, or unsure. As a result, the Neu-DEAs have attracted substantial attention from scholars and academics. This article aims to provide an academic overview of the present state, development patterns, and future research directions of the Neu-DEA research. To do this, the study examines relevant publications using two analytical approaches: description analysis and literature review.

In Productivity, Finance, and Operations

In Productivity, Finance, and Operations PDF Author: Kenneth D. Lawrence
Publisher: Emerald Group Publishing
ISBN: 0762312211
Category : Business & Economics
Languages : en
Pages : 325

Get Book

Book Description
Talks about the applications of management science to: Multi-Criteria Decision Making, Operations and Supply Chain Management, Productivity Management (DEA), and Financial Management. This book provides an overview of some of the most essential aspects of the discipline. It is suitable for persons interested in management or management science.

Efficiency of Health System Units in Africa

Efficiency of Health System Units in Africa PDF Author: Kirigia, Joses Muthuri
Publisher: University of Nairobi Press
ISBN: 9966792155
Category : Medical
Languages : en
Pages : 548

Get Book

Book Description
Despite sending huge sums of money on health every year the African region's burden of disease is persistently high. Most of the countries in the region are lagging behind in achieving the health-related United Nations Millennium Development Goals. The African region's dismal health situation has largely been blamed on weakness pertaining to such factors as health leadership and governance; service delivery; health workforce; medicines, vaccines, and health technologies; health information; and health system financing that have undermined the capacity of health systems of countries in the region to improve population health without wastage of resources. Institutionalising health system efficiency monitoring, as a basis for the design and implementation of appropriate policy interventions, has been proposed as an effective way of curbing wastage of health system inputs. Efficiency of Health System Units in Africa: A Data Envelopment Analysis is the first book of its kind on application of the data envelopment analysis technique to examine the efficiency of health system decision-making units in Africa. The book interlaces lecture notes with research articles and case studies to equip students and practitioners of economics, operations research, management science, and public health with knowledge and skills for undertaking technical efficiency, cost efficiency, and total factor productivity analyses.

Introduction to the Theory and Application of Data Envelopment Analysis

Introduction to the Theory and Application of Data Envelopment Analysis PDF Author: Emmanuel Thanassoulis
Publisher: Springer Science & Business Media
ISBN: 9780792374299
Category : Business & Economics
Languages : en
Pages : 316

Get Book

Book Description
The book aims to introduce the reader to DEA in the most accessible manner possible. It is specifically aimed at those who have had no prior exposure to DEA and wish to learn its essentials, how it works, its key uses, and the mechanics of using it. The latter will include using DEA software. Students on degree or training courses will find the book especially helpful. The same is true of practitioners engaging in comparative efficiency assessments and performance management within their organisation. Examples are used throughout the book to help the reader consolidate the concepts covered.