Topics in Non-parametric Production and Efficiency Analysis

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Publisher :
ISBN 13 :
Total Pages : 169 pages
Book Rating : 4.:/5 (14 download)

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Book Synopsis Topics in Non-parametric Production and Efficiency Analysis by : Laurens Cherchye

Download or read book Topics in Non-parametric Production and Efficiency Analysis written by Laurens Cherchye and published by . This book was released on 2001 with total page 169 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Advanced Robust and Nonparametric Methods in Efficiency Analysis

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Publisher : Springer Science & Business Media
ISBN 13 : 0387352317
Total Pages : 263 pages
Book Rating : 4.3/5 (873 download)

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Book Synopsis Advanced Robust and Nonparametric Methods in Efficiency Analysis by : Cinzia Daraio

Download or read book Advanced Robust and Nonparametric Methods in Efficiency Analysis written by Cinzia Daraio and published by Springer Science & Business Media. This book was released on 2007-04-10 with total page 263 pages. Available in PDF, EPUB and Kindle. Book excerpt: Providing a systematic and comprehensive treatment of recent developments in efficiency analysis, this book makes available an intuitive yet rigorous presentation of advanced nonparametric and robust methods, with applications for the analysis of economies of scale and scope, trade-offs in production and service activities, and explanations of efficiency differentials.

Efficiency Analysis by Production Frontiers

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Publisher : Springer Science & Business Media
ISBN 13 : 9400926456
Total Pages : 255 pages
Book Rating : 4.4/5 (9 download)

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Book Synopsis Efficiency Analysis by Production Frontiers by : Jati Sengupta

Download or read book Efficiency Analysis by Production Frontiers written by Jati Sengupta and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 255 pages. Available in PDF, EPUB and Kindle. Book excerpt: Measuring productive efficiency for nonprofit organizations has posed a great challenge to applied researchers today. The problem has many facets and diverse implications for a number of disciplines such as economics, applied statistics, management science and information theory. This monograph discusses four major areas, which emphasize the applied economic and econometric as. pects of the production frontier analysis: A. Stochastic frontier theory, B. Data envelopment analysis, C. Clustering and estimation theory, D. Economic and managerial applications Besides containing an up-to-date survey of the mos. t recent developments in the field, the monograph presents several new results and theorems from my own research. These include but are not limited to the following: (1) interface with parametric theory, (2) minimax and robust concepts of production frontier, (3) game-theoretic extension of the Farrell and Johansen models, (4) optimal clustering techniques for data envelopment analysis and (5) the dynamic and stochastic generalizations of the efficiency frontier at the micro and macro levels. In my research work in this field I have received great support and inspiration from Professor Abraham Charnes of the University of Texas at Austin, who has basically founded the technique of data envelopment analysis, developed it and is still expanding it. My interactions with him have been most fruitful and productive. I am deeply grateful to him. Finally, I must record my deep appreciation to my wife and two children for their loving and enduring support. But for their support this work would not have been completed.

An Introduction to Efficiency and Productivity Analysis

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Publisher : Springer Science & Business Media
ISBN 13 : 9780387242651
Total Pages : 376 pages
Book Rating : 4.2/5 (426 download)

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Book Synopsis An Introduction to Efficiency and Productivity Analysis by : Timothy J. Coelli

Download or read book An Introduction to Efficiency and Productivity Analysis written by Timothy J. Coelli and published by Springer Science & Business Media. This book was released on 2005-07-22 with total page 376 pages. Available in PDF, EPUB and Kindle. Book excerpt: Softcover version of the second edition Hardcover. Incorporates a new author, Dr. Chris O'Donnell, who brings considerable expertise to the project in the area of performance measurement. Numerous topics are being added and more applications using real data, as well as exercises at the end of the chapters. Data sets, computer codes and software will be available for download from the web to accompany the volume.

Three Essays on Non-parametric Production Efficiency Analysis with Applications in Airline Industry

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Publisher :
ISBN 13 :
Total Pages : 286 pages
Book Rating : 4.:/5 (373 download)

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Book Synopsis Three Essays on Non-parametric Production Efficiency Analysis with Applications in Airline Industry by : Xiaowen Hu

Download or read book Three Essays on Non-parametric Production Efficiency Analysis with Applications in Airline Industry written by Xiaowen Hu and published by . This book was released on 1997 with total page 286 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Handbook of Production Economics

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Publisher : Springer Nature
ISBN 13 : 9811034559
Total Pages : 1797 pages
Book Rating : 4.8/5 (11 download)

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Book Synopsis Handbook of Production Economics by : Subhash C. Ray

Download or read book Handbook of Production Economics written by Subhash C. Ray and published by Springer Nature. This book was released on 2022-06-02 with total page 1797 pages. Available in PDF, EPUB and Kindle. Book excerpt: This three-volume handbook includes state-of-the-art surveys in different areas of neoclassical production economics. Volumes 1 and 2 cover theoretical and methodological issues only. Volume 3 includes surveys of empirical applications in different areas like manufacturing, agriculture, banking, energy and environment, and so forth.

Stochastic Frontier Analysis

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Publisher : Cambridge University Press
ISBN 13 : 1107717302
Total Pages : 348 pages
Book Rating : 4.1/5 (77 download)

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Book Synopsis Stochastic Frontier Analysis by : Subal C. Kumbhakar

Download or read book Stochastic Frontier Analysis written by Subal C. Kumbhakar and published by Cambridge University Press. This book was released on 2003-03-10 with total page 348 pages. Available in PDF, EPUB and Kindle. Book excerpt: Modern textbook presentations of production economics typically treat producers as successful optimizers. Conventional econometric practice has generally followed this paradigm, and least squares based regression techniques have been used to estimate production, cost, profit and other functions. In such a framework deviations from maximum output, from minimum cost and cost minimizing input demands, and from maximum profit and profit maximizing output supplies and input demands, are attributed exclusively to random statistical noise. However casual empiricism and the business press both make persuasive cases for the argument that, although producers may indeed attempt to optimize, they do not always succeed. This book develops econometric techniques for the estimation of production, cost and profit frontiers, and for the estimation of the technical and economic efficiency with which producers approach these frontiers. Since these frontiers envelop rather than intersect the data, and since the authors continue to maintain the traditional econometric belief in the presence of external forces contributing to random statistical noise, the work is titled Stochastic Frontier Analysis.

Concepts of Nonparametric Theory

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Publisher : Springer Science & Business Media
ISBN 13 : 1461259312
Total Pages : 476 pages
Book Rating : 4.4/5 (612 download)

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Book Synopsis Concepts of Nonparametric Theory by : J.W. Pratt

Download or read book Concepts of Nonparametric Theory written by J.W. Pratt and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 476 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book explores both non parametric and general statistical ideas by developing non parametric procedures in simple situations. The major goal is to give the reader a thorough intuitive understanding of the concepts underlying nonparametric procedures and a full appreciation of the properties and operating characteristics of those procedures covered. This book differs from most statistics books by including considerable philosophical and methodological discussion. Special attention is given to discussion of the strengths and weaknesses of various statistical methods and approaches. Difficulties that often arise in applying statistical theory to real data also receive substantial attention. The approach throughout is more conceptual than mathematical. The "Theorem-Proof" format is avoided; generally, properties are "shown," rather than "proved." In most cases the ideas behind the proof of an im portant result are discussed intuitively in the text and formal details are left as an exercise for the reader. We feel that the reader will learn more from working such things out than from checking step-by-step a complete presen tation of all details.

Data-Enabled Analytics

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Publisher : Springer Nature
ISBN 13 : 3030751627
Total Pages : 370 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Data-Enabled Analytics by : Joe Zhu

Download or read book Data-Enabled Analytics written by Joe Zhu and published by Springer Nature. This book was released on 2021-12-16 with total page 370 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book explores the novel uses and potentials of Data Envelopment Analysis (DEA) under big data. These areas are of widespread interest to researchers and practitioners alike. Considering the vast literature on DEA, one could say that DEA has been and continues to be, a widely used technique both in performance and productivity measurement, having covered a plethora of challenges and debates within the modelling framework.

Productivity and Efficiency Analysis

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Publisher : Springer
ISBN 13 : 9811329842
Total Pages : 434 pages
Book Rating : 4.8/5 (113 download)

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Book Synopsis Productivity and Efficiency Analysis by : Christopher J. O'Donnell

Download or read book Productivity and Efficiency Analysis written by Christopher J. O'Donnell and published by Springer. This book was released on 2018-12-12 with total page 434 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a coherent description of the main concepts and statistical methods used to analyse economic performance. The focus is on measures of performance that are of practical relevance to policy makers. Most, if not all, of these measures can be viewed as measures of productivity and/or efficiency. Linking fields as diverse as index number theory, data envelopment analysis and stochastic frontier analysis, the book explains how to compute measures of input and output quantity change that are consistent with measurement theory. It then discusses ways in which meaningful measures of productivity change can be decomposed into measures of technical progress, environmental change, and different types of efficiency change. The book is aimed at graduate students, researchers, statisticians, accountants and economists working in universities, regulatory authorities, government departments and private firms. The book contains many numerical examples. Computer codes and datasets are available on a companion website.

Efficiency Analysis

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Publisher : Now Publishers
ISBN 13 : 9781601988966
Total Pages : 140 pages
Book Rating : 4.9/5 (889 download)

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Book Synopsis Efficiency Analysis by : Subal Kumbhakar

Download or read book Efficiency Analysis written by Subal Kumbhakar and published by Now Publishers. This book was released on 2014-12-19 with total page 140 pages. Available in PDF, EPUB and Kindle. Book excerpt: Efficiency Analysis details the important econometric area of efficiency estimation, both past approaches as well as new methodology. There are two main camps in efficiency analysis: that which estimates maximal output and attributes all departures from this as inefficiency, known as Data Envelopment Analysis (DEA), and that which allows for both unobserved variation in output due to shocks and measurement error as well as inefficiency, known as Stochastic Frontier Analysis (SFA). This volume focuses exclusively on SFA. The econometric study of efficiency analysis typically begins by constructing a convoluted error term that is composed on noise, shocks, measurement error, and a one-sided shock called inefficiency. Early in the development of these methods, attention focused on the proposal of distributional assumptions which yielded a likelihood function whereby the parameters of the distributional components of the convoluted error could be recovered. The field evolved to the study of individual specific efficiency scores and the extension of these methods to panel data. Recently, attention has focused on relaxing the stringent distributional assumptions that are commonly imposed, relaxing the functional form assumptions commonly placed on the underlying technology, or some combination of both. All told exciting and seminal breakthroughs have occurred in this literature, and reviews of these methods are needed to effectively detail the state of the art. The generality of SFA is such that the study of efficiency has gone beyond simple application of frontier methods to study firms and appears across a diverse set of applied milieus. This review should appeal to those outside of the efficiency literature seeking to learn about new methods which might assist them in uncovering phenomena in their applied area of interest.

Nonparametric Efficiency Analysis with Unobserved Inputs in Multi-output Settings

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ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (137 download)

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Book Synopsis Nonparametric Efficiency Analysis with Unobserved Inputs in Multi-output Settings by : Dieter Saelens

Download or read book Nonparametric Efficiency Analysis with Unobserved Inputs in Multi-output Settings written by Dieter Saelens and published by . This book was released on 2023 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Nonparametric Analysis of Production Efficiency

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Publisher :
ISBN 13 :
Total Pages : 30 pages
Book Rating : 4.:/5 (89 download)

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Book Synopsis Nonparametric Analysis of Production Efficiency by : Jean-Paul Chavas

Download or read book Nonparametric Analysis of Production Efficiency written by Jean-Paul Chavas and published by . This book was released on 1994 with total page 30 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Production and Efficiency Analysis with R

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Publisher : Springer
ISBN 13 : 3319205021
Total Pages : 235 pages
Book Rating : 4.3/5 (192 download)

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Book Synopsis Production and Efficiency Analysis with R by : Andreas Behr

Download or read book Production and Efficiency Analysis with R written by Andreas Behr and published by Springer. This book was released on 2016-01-09 with total page 235 pages. Available in PDF, EPUB and Kindle. Book excerpt: This textbook introduces essential topics and techniques in production and efficiency analysis and shows how to apply these methods using the statistical software R. Numerous small simulations lead to a deeper understanding of random processes assumed in the models and of the behavior of estimation techniques. Step-by-step programming provides an understanding of advanced approaches such as stochastic frontier analysis and stochastic data envelopment analysis. The text is intended for master students interested in empirical production and efficiency analysis. Readers are assumed to have a general background in production economics and econometrics, typically taught in introductory microeconomics and econometrics courses.

Data Envelopment Analysis

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Publisher : Springer
ISBN 13 : 1489975535
Total Pages : 472 pages
Book Rating : 4.4/5 (899 download)

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Book Synopsis Data Envelopment Analysis by : Joe Zhu

Download or read book Data Envelopment Analysis written by Joe Zhu and published by Springer. This book was released on 2015-03-18 with total page 472 pages. Available in PDF, EPUB and Kindle. Book excerpt: This handbook represents a milestone in the progression of Data Envelopment Analysis (DEA). Written by experts who are often major contributors to DEA theory, it includes a collection of chapters that represent the current state-of-the-art in DEA research. Topics include distance functions and their value duals, cross-efficiency measures in DEA, integer DEA, weight restrictions and production trade-offs, facet analysis in DEA, scale elasticity, benchmarking and context-dependent DEA, fuzzy DEA, non-homogenous units, partial input-output relations, super efficiency, treatment of undesirable measures, translation invariance, stochastic nonparametric envelopment of data, and global frontier index. Focusing only on new models/approaches of DEA, the book includes contributions from Juan Aparicio, Mette Asmild, Yao Chen, Wade D. Cook, Juan Du, Rolf Färe, Julie Harrison, Raha Imanirad, Andrew Johnson, Chiang Kao, Abolfazl Keshvari, Timo Kuosmanen, Sungmook Lim, Wenbin Liu, Dimitri Margaritis, Reza Kazemi Matin, Ole B. Olesen, Jesus T. Pastor, Niels Chr. Petersen, Victor V. Podinovski, Paul Rouse, Antti Saastamoinen, Biresh K. Sahoo, Kaoru Tone, and Zhongbao Zhou.

Nonparametric Estimation of Educational Production and Costs using Data Envelopment Analysis

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Publisher : Springer
ISBN 13 : 1489974695
Total Pages : 158 pages
Book Rating : 4.4/5 (899 download)

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Book Synopsis Nonparametric Estimation of Educational Production and Costs using Data Envelopment Analysis by : Vincent Blackburn

Download or read book Nonparametric Estimation of Educational Production and Costs using Data Envelopment Analysis written by Vincent Blackburn and published by Springer. This book was released on 2014-06-07 with total page 158 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a complete analysis of educational production and costs using the nonparametric technique known as Data Envelopment Analysis (DEA). The book focuses on estimation of technical, allocative and scale efficiency in the public sector characterized by the influence of exogenous socio-economic variables. State of the art DEA models will be presented and fully discussed. Specific education topics important to policy makers including adequacy, technical, allocative and scale efficiency, productivity and environmental costs will be analyzed. To illustrate how these techniques can be applied to school systems worldwide, the authors use data on Australian elementary and high schools to develop nonparametric measures that will help inform current policy debate in Australia. The purpose of the book is to provide a comprehensive analysis of educational production using numerous public sector DEA models. We provide a review of DEA with SAS programming code to estimate technical, scale and allocative efficiency in chapter 2. In chapter 3, we extend the DEA models to control for exogenous factors of production. SAS code is also provided to estimate all public sector models. We use simulated data to illustrate the results. Chapters 4–6 provide a complete analysis of the primary and secondary schools. We analyze input and output oriented models and derive measures of technical, allocative and scale efficiency. We also provide estimates of environmental costs that arise from schools facing different operating environments based on socioeconomic conditions. In addition, we show how DEA can provide insight on adequacy—the minimum cost of providing a pre-defined adequate education. The models presented are consistent with public sector production in general and educational production in particular. We also provide a complete analysis of educational productivity for both primary and secondary schools using state of the art public sector Malmquist measures. The authors use current data on Australian schools to highlight important policy questions related to efficiency and productivity given concerns that schools are not allocatively scarce resources in an economic efficient way. This research focus comes at an important watershed moment in the Australian Federal Governments’ current involvement in designing new nationally consistent funding models for both government and non-government schooling sectors with effect from 2014. A new National School Resourcing Standard is proposed to be implemented signaling a move to resource adequacy, school efficiency and value for money dimensions. These standards are consistent with the measures presented and estimated in this book. As a result, the models implemented in this book can serve as the basis to evaluate the funding changes associated with the transition from a ‘centralized’ to a new ‘decentralized’ set of school funding arrangements.

A Parametric Approach to Nonparametric Statistics

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Publisher : Springer
ISBN 13 : 3319941534
Total Pages : 277 pages
Book Rating : 4.3/5 (199 download)

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Book Synopsis A Parametric Approach to Nonparametric Statistics by : Mayer Alvo

Download or read book A Parametric Approach to Nonparametric Statistics written by Mayer Alvo and published by Springer. This book was released on 2018-10-12 with total page 277 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book demonstrates that nonparametric statistics can be taught from a parametric point of view. As a result, one can exploit various parametric tools such as the use of the likelihood function, penalized likelihood and score functions to not only derive well-known tests but to also go beyond and make use of Bayesian methods to analyze ranking data. The book bridges the gap between parametric and nonparametric statistics and presents the best practices of the former while enjoying the robustness properties of the latter. This book can be used in a graduate course in nonparametrics, with parts being accessible to senior undergraduates. In addition, the book will be of wide interest to statisticians and researchers in applied fields.