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Decision Making and Performance Evaluation Using Data Envelopment Analysis

  • Textbook
  • © 2018

Overview

Authors:
  1. Dariush Khezrimotlagh

    1. Computer Science & Mathematics, Penn State University, Harrisburg, USA

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    You can also search for this author in PubMed   Google Scholar

  2. Yao Chen

    1. Manning School of Business, University of Massachusetts at Lowell, Lowell, USA

    View author publications

    You can also search for this author in PubMed   Google Scholar

  • Offers a clear overview of the most useful elementary and advanced concepts in DEA
  • Many of the techniques and models are being used in OR, Economics, and Productivity
  • End-of-chapter exercises in each chapter

Part of the book series: International Series in Operations Research & Management Science (ISOR, volume 269)

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Table of contents (12 chapters)

  1. Front Matter

    Pages i-xxix
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  2. The Gemstone Example

    • Dariush Khezrimotlagh, Yao Chen
    Pages 1-32

  3. Possibility and Practicability

    • Dariush Khezrimotlagh, Yao Chen
    Pages 33-67

  4. The Petroleum Example

    • Dariush Khezrimotlagh, Yao Chen
    Pages 69-105

  5. The Optimization Approach

    • Dariush Khezrimotlagh, Yao Chen
    Pages 107-134

  6. The Airport Example

    • Dariush Khezrimotlagh, Yao Chen
    Pages 135-182

  7. The Delta Neighborhood

    • Dariush Khezrimotlagh, Yao Chen
    Pages 183-215

  8. Data Envelopment Analysis

    • Dariush Khezrimotlagh, Yao Chen
    Pages 217-234

  9. The Ratio of Output to Input Factors

    • Dariush Khezrimotlagh, Yao Chen
    Pages 235-250

  10. Production Planning Problem

    • Dariush Khezrimotlagh, Yao Chen
    Pages 251-288

  11. Context-Dependent DEA

    • Dariush Khezrimotlagh, Yao Chen
    Pages 289-301

  12. Efficiency Change Over Different Times

    • Dariush Khezrimotlagh, Yao Chen
    Pages 303-356

  13. Delta Neighborhood Extension

    • Dariush Khezrimotlagh, Yao Chen
    Pages 357-385

  14. Back Matter

    Pages 387-392
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Keywords

About this book

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-planningproblems, 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.

Authors and Affiliations

  • Computer Science & Mathematics, Penn State University, Harrisburg, USA

    Dariush Khezrimotlagh

  • Manning School of Business, University of Massachusetts at Lowell, Lowell, USA

    Yao Chen

About the authors

Dariush Khezrimotlagh is an Assistant Professor of Computer Science & Mathematics at Penn State University, Harrisburg, Pennsylvania. He was a Visiting Assistant Professor at the College of Arts and Science at Miami University, Oxford, Ohio. He was previously an Assistant Professor of Statistics at the University of Malaya, Malaysia and Visiting Researcher at University Technology Malaysia, Center for Industrial and Applied Mathematics (UTM-CIAM). He served as the Director of the Studies and Information Center, Commercial Aviation Organization in Iran, and has more than twenty years of experience as an educator. He earned his MS in Pure Mathematics and his Ph.D. in Applied Mathematics, specializing in Operations Research and Data Envelopment Analysis (DEA). His most recent research areas include DEA, Performance Evaluation, Benchmarking, Ranking and Statistics.​


Yao Chen is Professor of Operations Management, Manning School of Business, University of Massachusetts at Lowell. She is also a distinguished Professor in College of Auditing and Evaluation, Nanjing Audit University, China. Her current research interests include efficiency and productivity issues of information systems, information technology’s impact on operations performance, and methodology development of Data Envelopment Analysis. Her research are published in journals such as European Journal of Operational Research, OMEGA, Computers and Operations Research, Annals of Operations Research, International Journal of Production Economics, and others.

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