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Modelling And Performance Evaluation Methodology
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Book Synopsis Quantitative Models for Performance Evaluation and Benchmarking by : Joe Zhu
Download or read book Quantitative Models for Performance Evaluation and Benchmarking written by Joe Zhu and published by Springer. This book was released on 2014-09-11 with total page 419 pages. Available in PDF, EPUB and Kindle. Book excerpt: The author is one of the prominent researchers in the field of Data Envelopment Analysis (DEA), a powerful data analysis tool that can be used in performance evaluation and benchmarking. This book is based upon the author’s years of research and teaching experiences. It is difficult to evaluate an organization’s performance when multiple performance metrics are present. The difficulties are further enhanced when the relationships among the performance metrics are complex and involve unknown tradeoffs. This book introduces Data Envelopment Analysis (DEA) as a multiple-measure performance evaluation and benchmarking tool. The focus of performance evaluation and benchmarking is shifted from characterizing performance in terms of single measures to evaluating performance as a multidimensional systems perspective. Conventional and new DEA approaches are presented and discussed using Excel spreadsheets — one of the most effective ways to analyze and evaluate decision alternatives. The user can easily develop and customize new DEA models based upon these spreadsheets. DEA models and approaches are presented to deal with performance evaluation problems in a variety of contexts. For example, a context-dependent DEA measures the relative attractiveness of similar operations/processes/products. Sensitivity analysis techniques can be easily applied, and used to identify critical performance measures. Two-stage network efficiency models can be utilized to study performance of supply chain. DEA benchmarking models extend DEA’s ability in performance evaluation. Various cross efficiency approaches are presented to provide peer evaluation scores. This book also provides an easy-to-use DEA software — DEAFrontier. This DEAFrontier is an Add-In for Microsoft® Excel and provides a custom menu of DEA approaches. This version of DEAFrontier is for use with Excel 97-2013 under Windows and can solve up to 50 DMUs, subject to the capacity of Excel Solver. It is an extremely powerful tool that can assist decision-makers in benchmarking and analyzing complex operational performance issues in manufacturing organizations as well as evaluating processes in banking, retail, franchising, health care, public services and many other industries.
Book Synopsis Performance Evaluation by Simulation and Analysis with Applications to Computer Networks by : Ken Chen
Download or read book Performance Evaluation by Simulation and Analysis with Applications to Computer Networks written by Ken Chen and published by John Wiley & Sons. This book was released on 2015-02-16 with total page 314 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is devoted to the most used methodologies for performance evaluation: simulation using specialized software and mathematical modeling. An important part is dedicated to the simulation, particularly in its theoretical framework and the precautions to be taken in the implementation of the experimental procedure. These principles are illustrated by concrete examples achieved through operational simulation languages (OMNeT ++, OPNET). Presented under the complementary approach, the mathematical method is essential for the simulation. Both methodologies based largely on the theory of probability and statistics in general and particularly Markov processes, a reminder of the basic results is also available.
Book Synopsis Performance Evaluation by : Ingrid J. Guerra-López
Download or read book Performance Evaluation written by Ingrid J. Guerra-López and published by John Wiley & Sons. This book was released on 2012-07-20 with total page 322 pages. Available in PDF, EPUB and Kindle. Book excerpt: Performance Evaluation is a hands-on text for practitioners, researchers, educators, and students in how to use scientifically-based evaluations that are both rigorous and flexible. Author Ingrid Guerra-López, an internationally-known evaluation expert, introduces the foundations of evaluation and presents the most applicable models for the performance improvement field. Her book offers a wide variety of tools and techniques that have proven successful and is organized to illustrate evaluation in the context of continual performance improvement.
Book Synopsis Modeling Performance Measurement by : Wade D. Cook
Download or read book Modeling Performance Measurement written by Wade D. Cook and published by Springer Science & Business Media. This book was released on 2006-06-03 with total page 417 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume addresses advanced DEA methodology and techniques developed for modeling unique new performance evaluation issues. Many numerical examples, real management cases and verbal descriptions make it very valuable for researchers and practitioners.
Book Synopsis A Compositional Approach to Performance Modelling by : Jane Hillston
Download or read book A Compositional Approach to Performance Modelling written by Jane Hillston and published by Cambridge University Press. This book was released on 1996-06-13 with total page 174 pages. Available in PDF, EPUB and Kindle. Book excerpt: Describes new theory for performance modelling and applies it to communication systems.
Book Synopsis Workload Modeling for Computer Systems Performance Evaluation by : Dror G. Feitelson
Download or read book Workload Modeling for Computer Systems Performance Evaluation written by Dror G. Feitelson and published by Cambridge University Press. This book was released on 2015-03-23 with total page 569 pages. Available in PDF, EPUB and Kindle. Book excerpt: A book for experts and practitioners, emphasizing the intuition and reasoning behind definitions and derivations related to evaluating computer systems performance.
Book Synopsis System Modeling and Analysis by : Hisashi Kobayashi
Download or read book System Modeling and Analysis written by Hisashi Kobayashi and published by Prentice Hall. This book was released on 2009 with total page 801 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Kobayashi and Mark present the most up-to-date analytical models, simulation techniques, and computational algorithms useful for performance evaluation of complex systems - including computer systems, communication networks, transportation systems, and manufacturing systems. Broader in scope than other texts, this book provides more in-depth coverage of topics such as computational algorithms and approximations. It appeals to students with a background or interest in a wide range of areas, including systems analysis or telecommunication networks."--Publisher's website.
Book Synopsis Modelling and Performance Evaluation Methodology by : F. Baccelli
Download or read book Modelling and Performance Evaluation Methodology written by F. Baccelli and published by . This book was released on 1984 with total page 653 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Models in Environmental Regulatory Decision Making by : National Research Council
Download or read book Models in Environmental Regulatory Decision Making written by National Research Council and published by National Academies Press. This book was released on 2007-08-25 with total page 286 pages. Available in PDF, EPUB and Kindle. Book excerpt: Many regulations issued by the U.S. Environmental Protection Agency (EPA) are based on the results of computer models. Models help EPA explain environmental phenomena in settings where direct observations are limited or unavailable, and anticipate the effects of agency policies on the environment, human health and the economy. Given the critical role played by models, the EPA asked the National Research Council to assess scientific issues related to the agency's selection and use of models in its decisions. The book recommends a series of guidelines and principles for improving agency models and decision-making processes. The centerpiece of the book's recommended vision is a life-cycle approach to model evaluation which includes peer review, corroboration of results, and other activities. This will enhance the agency's ability to respond to requirements from a 2001 law on information quality and improve policy development and implementation.
Book Synopsis Explanatory Model Analysis by : Przemyslaw Biecek
Download or read book Explanatory Model Analysis written by Przemyslaw Biecek and published by CRC Press. This book was released on 2021-02-15 with total page 312 pages. Available in PDF, EPUB and Kindle. Book excerpt: Explanatory Model Analysis Explore, Explain and Examine Predictive Models is a set of methods and tools designed to build better predictive models and to monitor their behaviour in a changing environment. Today, the true bottleneck in predictive modelling is neither the lack of data, nor the lack of computational power, nor inadequate algorithms, nor the lack of flexible models. It is the lack of tools for model exploration (extraction of relationships learned by the model), model explanation (understanding the key factors influencing model decisions) and model examination (identification of model weaknesses and evaluation of model's performance). This book presents a collection of model agnostic methods that may be used for any black-box model together with real-world applications to classification and regression problems.
Book Synopsis Formal Methods and Stochastic Models for Performance Evaluation by : Katinka Wolter
Download or read book Formal Methods and Stochastic Models for Performance Evaluation written by Katinka Wolter and published by Springer Science & Business Media. This book was released on 2007-09-17 with total page 310 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 4th European Performance Engineering Workshop, EPEW 2007, held in Berlin, Germany, September 27-28, 2007. The 20 revised full papers presented were carefully reviewed and selected from 53 submissions. The papers are organized in topical sections on Markov Chains, Process Algebra, Wireless Networks, Queueing Theory and Applications of Queueing, Benchmarking and Bounding, Grid and Peer-to-Peer Systems.
Author :Lorenzo Donatiello Publisher :Springer Science & Business Media ISBN 13 :9783540572978 Total Pages :692 pages Book Rating :4.5/5 (729 download)
Book Synopsis Performance Evaluation of Computer and Communication Systems by : Lorenzo Donatiello
Download or read book Performance Evaluation of Computer and Communication Systems written by Lorenzo Donatiello and published by Springer Science & Business Media. This book was released on 1993-09-15 with total page 692 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume contains the complete set of tutorial papers presented at the 16th IFIP (International Federation for Information Processing) Working Group 7.3 International Symposium on Computer Performance Modelling, Measurement and Evaluation, and a number of tutorial papers presented at the 1993 ACM (Association for Computing Machinery) Special Interest Group METRICS Conference on Measurement and Modeling of Computer Systems. The principal goal of the volume is to present an overview of recent results in the field of modeling and performance evaluation of computer and communication systems. The wide diversity of applications and methodologies included in the tutorials attests to the breadth and richness of current research in the area of performance modeling. The tutorials may serve to introduce a reader to an unfamiliar research area, to unify material already known, or simply to illustrate the diversity of research in the field. The extensive bibliographies guide readers to additional sources for further reading.
Book Synopsis Advanced Computer Performance Modeling and Simulation by : Kallol Bagchi
Download or read book Advanced Computer Performance Modeling and Simulation written by Kallol Bagchi and published by CRC Press. This book was released on 1998-05-13 with total page 360 pages. Available in PDF, EPUB and Kindle. Book excerpt: Addresses the major issues involved in computer design and architectures. Dealing primarily with theory, tools, and techniques as related to advanced computer systems, it provides tutorials and surveys and relates new important research results. Each chapter provides background information, describes and analyzes important work done in the field, and provides important direction to the reader on future work and further readings. The topics covered include hierarchical design schemes, parallel and distributed modeling and simulation, parallel simulation tools and techniques, theoretical models for formal and performance modeling, and performance evaluation techniques.
Book Synopsis Computer Architecture Performance Evaluation Methods by : Lieven Eeckhout
Download or read book Computer Architecture Performance Evaluation Methods written by Lieven Eeckhout and published by Springer Nature. This book was released on 2022-05-31 with total page 132 pages. Available in PDF, EPUB and Kindle. Book excerpt: Performance evaluation is at the foundation of computer architecture research and development. Contemporary microprocessors are so complex that architects cannot design systems based on intuition and simple models only. Adequate performance evaluation methods are absolutely crucial to steer the research and development process in the right direction. However, rigorous performance evaluation is non-trivial as there are multiple aspects to performance evaluation, such as picking workloads, selecting an appropriate modeling or simulation approach, running the model and interpreting the results using meaningful metrics. Each of these aspects is equally important and a performance evaluation method that lacks rigor in any of these crucial aspects may lead to inaccurate performance data and may drive research and development in a wrong direction. The goal of this book is to present an overview of the current state-of-the-art in computer architecture performance evaluation, with a special emphasis on methods for exploring processor architectures. The book focuses on fundamental concepts and ideas for obtaining accurate performance data. The book covers various topics in performance evaluation, ranging from performance metrics, to workload selection, to various modeling approaches including mechanistic and empirical modeling. And because simulation is by far the most prevalent modeling technique, more than half the book's content is devoted to simulation. The book provides an overview of the simulation techniques in the computer designer's toolbox, followed by various simulation acceleration techniques including sampled simulation, statistical simulation, parallel simulation and hardware-accelerated simulation. Table of Contents: Introduction / Performance Metrics / Workload Design / Analytical Performance Modeling / Simulation / Sampled Simulation / Statistical Simulation / Parallel Simulation and Hardware Acceleration / Concluding Remarks
Book Synopsis Performance Evaluation for Network Services, Systems and Protocols by : Stênio Fernandes
Download or read book Performance Evaluation for Network Services, Systems and Protocols written by Stênio Fernandes and published by Springer. This book was released on 2017-03-21 with total page 185 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a comprehensive view of the methods and approaches for performance evaluation of computer networks. It offers a clear and logical introduction to the topic, covering both fundamental concepts and practical aspects. It enables the reader to answer a series of questions regarding performance evaluation in modern computer networking scenarios, such as ‘What, where, and when to measure?’, ‘Which time scale is more appropriate for a particular measurement and analysis?’, 'Experimentation, simulation or emulation? Why?’, and ‘How do I best design a sound performance evaluation plan?’. The book includes concrete examples and applications in the important aspects of experimentation, simulation and emulation, and analytical modeling, with strong support from the scientific literature. It enables the identification of common shortcomings and highlights where students, researchers, and engineers should focus to conduct sound performance evaluation. This book is a useful guide to advanced undergraduates and graduate students, network engineers, and researchers who plan and design proper performance evaluation of computer networks and services. Previous knowledge of computer networks concepts, mechanisms, and protocols is assumed. Although the book provides a quick review on applied statistics in computer networking, familiarity with basic statistics is an asset. It is suitable for advanced courses on computer networking as well as for more specific courses as a secondary textbook.
Book Synopsis Modeling, Evaluating, and Predicting IT Human Resources Performance by : Konstantina Richter
Download or read book Modeling, Evaluating, and Predicting IT Human Resources Performance written by Konstantina Richter and published by Auerbach Publications. This book was released on 2023-12-31 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book explains why it is essential to account for the human factor when determining the various risks in the software engineering process. It presents an information technology (IT) human resources evaluation approach that is rooted in existing research and describes how to enhance existing approaches through strict use of software measurement and statistical principles and criteria. Discussing IT human factors from a risk assessment point of view, the book identifies, analyzes, and evaluates the basics of IT human performance. It details the IT human factors required to achieve desired levels of human performance prediction.
Book Synopsis Organizational Productivity and Performance Measurements Using Predictive Modeling and Analytics by : Tavana, Madjid
Download or read book Organizational Productivity and Performance Measurements Using Predictive Modeling and Analytics written by Tavana, Madjid and published by IGI Global. This book was released on 2016-09-21 with total page 424 pages. Available in PDF, EPUB and Kindle. Book excerpt: Businesses are collecting massive amounts of data every day as a way to better understand their processes, competition, and the markets they serve. This data can be used to increase organizational productivity and performance; however, is essential that organizations collecting large data sets have the tools available to them to fully understand the data they are collecting. Organizational Productivity and Performance Measurements Using Predictive Modeling and Analytics takes a critical look at methods for enhancing an organization’s operations and day-to-day activities through the effective use of data. Focusing on a variety of applications of predictive analytics within organizations of all types, this critical publication is an essential resource for business managers, data scientists, graduate-level students, and researchers.
