data envelopment analysis a handbook of modeling internal structure and network international series in operations research management science

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Data Envelopment Analysis

Author : Wade D. Cook
ISBN : 9781489980687
Genre : Business & Economics
File Size : 67. 30 MB
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This handbook serves as a complement to the Handbook on Data Envelopment Analysis (eds, W.W. Cooper, L.M. Seiford and J, Zhu, 2011, Springer) in an effort to extend the frontier of DEA research. It provides a comprehensive source for the state-of-the art DEA modeling on internal structures and network DEA. Chapter 1 provides a survey on two-stage network performance decomposition and modeling techniques. Chapter 2 discusses the pitfalls in network DEA modeling. Chapter 3 discusses efficiency decompositions in network DEA under three types of structures, namely series, parallel and dynamic. Chapter 4 studies the determination of the network DEA frontier. In chapter 5 additive efficiency decomposition in network DEA is discussed. An approach in scale efficiency measurement in two-stage networks is presented in chapter 6. Chapter 7 further discusses the scale efficiency decomposition in two stage networks. Chapter 8 offers a bargaining game approach to modeling two-stage networks. Chapter 9 studies shared resources and efficiency decomposition in two-stage networks. Chapter 10 introduces an approach to computing the technical efficiency scores for a dynamic production network and its sub-processes. Chapter 11 presents a slacks-based network DEA. Chapter 12 discusses a DEA modeling technique for a two-stage network process where the inputs of the second stage include both the outputs from the first stage and additional inputs to the second stage. Chapter 13 presents an efficiency measurement methodology for multi-stage production systems. Chapter 14 discusses network DEA models, both static and dynamic. The discussion also explores various useful objective functions that can be applied to the models to find the optimal allocation of resources for processes within the black box, that are normally invisible to DEA. Chapter 15 provides a comprehensive review of various type network DEA modeling techniques. Chapter 16 presents shared resources models for deriving aggregate measures of bank-branch performance, with accompanying component measures that make up that aggregate value. Chapter 17 examines a set of manufacturing plants operating under a single umbrella, with the objective being to use the component or function measures to decide what might be considered as each plant’s core business. Chapter 18 considers problem settings where there may be clusters or groups of DMUs that form a hierarchy. The specific case of a set off electric power plants is examined in this context. Chapter 19 models bad outputs in two-stage network DEA. Chapter 20 presents an application of network DEA to performance measurement of Major League Baseball (MLB) teams. Chapter 21 presents an application of a two-stage network DEA model for examining the performance of 30 U.S. airline companies. Chapter 22 then presents two distinct network efficiency models that are applied to engineering systems.

Handbook On Data Envelopment Analysis

Author : William W. Cooper
ISBN : 1441961518
Genre : Business & Economics
File Size : 44. 32 MB
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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.

Data Envelopment Analysis In The Financial Services Industry

Author : Joseph C. Paradi
ISBN : 9783319697253
Genre : Business & Economics
File Size : 61. 62 MB
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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.

New Global Perspectives On Industrial Engineering And Management

Author : Josefa Mula
ISBN : 9783319934884
Genre :
File Size : 62. 64 MB
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Handbook Of Operations Analytics Using Data Envelopment Analysis

Author : Shiuh-Nan Hwang
ISBN : 9781489977052
Genre : Business & Economics
File Size : 77. 56 MB
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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.

Data Envelopment Analysis In The Service Sector

Author : Georg Westermann
ISBN : 9783663083436
Genre : Business & Economics
File Size : 45. 39 MB
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This volume emphasizes the possibilities to adjust and develop the methodology of Data Envelopment Analysis in order to meet the requirements of the service sector.

Handbook Of Massive Data Sets

Author : James Abello
ISBN : 1402004893
Genre : Computers
File Size : 68. 87 MB
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The proliferation of massive data sets brings with it a series of special computational challenges. This "data avalanche" arises in a wide range of scientific and commercial applications. With advances in computer and information technologies, many of these challenges are beginning to be addressed by diverse inter-disciplinary groups, that indude computer scientists, mathematicians, statisticians and engineers, working in dose cooperation with application domain experts. High profile applications indude astrophysics, bio-technology, demographics, finance, geographi cal information systems, government, medicine, telecommunications, the environment and the internet. John R. Tucker of the Board on Mathe matical Seiences has stated: "My interest in this problern (Massive Data Sets) isthat I see it as the rnost irnportant cross-cutting problern for the rnathernatical sciences in practical problern solving for the next decade, because it is so pervasive. " The Handbook of Massive Data Sets is comprised of articles writ ten by experts on selected topics that deal with some major aspect of massive data sets. It contains chapters on information retrieval both in the internet and in the traditional sense, web crawlers, massive graphs, string processing, data compression, dustering methods, wavelets, op timization, external memory algorithms and data structures, the US national duster project, high performance computing, data warehouses, data cubes, semi-structured data, data squashing, data quality, billing in the large, fraud detection, and data processing in astrophysics, air pollution, biomolecular data, earth observation and the environment.

Handw Rterbuch Unternehmensrechnung Und Controlling

Author : Hans-Ulrich Küpper
ISBN : 3791080482
Genre : Accounting
File Size : 37. 35 MB
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Effizienzanalyse Im Marketing

Author : Maik Hammerschmidt
ISBN : 3835002961
Genre : Business & Economics
File Size : 88. 43 MB
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Marketingmanager stehen zunehmend in der Pflicht, die Effizienz von Marketingaktivitäten zu messen, indem sie die eingesetzten Inputs (Marketinginvestitionen) zu den erzielten Outputs (monetäre und nicht monetäre Ergebnisse) in Beziehung setzen. Maik Hammerschmidt vergleicht Verfahren der Effizienzanalyse und fasst ihre Stärken und Schwächen vor dem Hintergrund der spezifischen Anforderungen im Marketing zusammen. Als Ergebnis des Methodenvergleichs identifiziert er die Data Envelopment Analysis (DEA) als ein für das Marketing besonders geeignetes Verfahren der Effizienzanalyse. Die DEA ermittelt den sogenannten effizienten Rand, der anzeigt, wie die besten Marketingeinheiten Inputs in Outputs transformieren. Anhand dreier empirischer Studien aus den Bereichen Produktpolitik, Markenführung und Vertrieb weist der Autor die Eignung und Aussagekraft der DEA für die Effizienzbewertung im Marketing nach.

Financial Supply Chain Management

Author : Torsten Schlimme
ISBN : 9783836616065
Genre : Business & Economics
File Size : 58. 98 MB
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Inhaltsangabe:Einleitung: Unternehmen bewegen sich heutzutage in einem Spannungsfeld aus gestiegenen Anforderungen auf der Kundenebene, verkürzten Produktlebenszyklen und gleichzeitig zunehmendem Wettbewerb und Kostendruck auf globalen Märkten. Weiter geprägt wird die aktuelle und zukünftige Politik der Unternehmen durch Einflussgrößen wie einen nach wie vor steigend zu erwartenden Einfluss des E-Commerce und einen sich weiter verstärkenden Trend zum Outsourcing und zur Besinnung auf die jeweiligen Kernkompetenzen des eigenen Unternehmens. Dies führt zunehmend zu einer Entstehung und einer steigenden Bedeutung von Unternehmensnetzwerken in Form von Kooperationen und Partnerschaften. Eine Optimierung der Zulieferer-Abnehmer-Beziehungen in Bezug auf die Ressourcen-, Material-, Informations- und Wertflüsse bietet den Aufbau von Wettbewerbsvorteilen hinsichtlich der Schnelligkeit, Flexibilität, Wirtschaftlichkeit und Planungssicherheit im eigenen Wertschöpfungsprozess und die Sicherung und Steigerung zukünftiger Unternehmenserfolge. Kooperative Unternehmensnetzwerke wie z.B. die Supply Chain sind mögliche Ausprägungen dieser Entwicklung. Durch Supply Chains sollen Flexibilisierungs- und Effizienzsteigerungspotentiale aufgedeckt, geschaffen und mittels einer unternehmensübergreifenden Optimierung der Wertschöpfungsprozesse ausgeschöpft werden. Damit bezieht sich das Supply Chain Management sowohl auf die Prozesse einer Unternehmung selbst als auch auf ihre Vernetzung mit ihrer Umwelt im Gegensatz zu dem traditionellen Verständnis von Unternehmen als geschlossener Einheit mit definierten Geschäftsbeziehungen zu Kunden und Lieferanten und der damit verbundenen isolierten, unternehmensinternen Sicht auf die Geschäftsprozesse. In der Mehrzahl der Publikationen zum Supply Chain Management liegt der Fokus vor allem auf der Betrachtung der Material- und Informationsflüsse. Vernachlässigt wird dabei die Berücksichtigung logistikinduzierter Finanzprozesse. Hierbei entstehen Kosten im Finanzbereich der Unternehmen, die unmittelbar durch logistische Entscheidungen beeinflusst werden. Geht man aus vom übergeordneten Ziel des Supply Chain Managements, eine Integration sämtlicher (über-)betrieblicher Funktionen zu schaffen, endet ein integriertes Supply Chain Management nicht mit der physischen Auslieferung an den Abnehmer, sondern erst mit dem Zahlungsstrom vom Kunden an das Unternehmen und weiter von diesem an seinen Lieferanten. Erst jetzt ist dem Unternehmen [...]

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