Input Modeling with Phase-Type Distributions and Markov Models

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Publisher : Springer
ISBN 13 : 3319066749
Total Pages : 137 pages
Book Rating : 4.3/5 (19 download)

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Book Synopsis Input Modeling with Phase-Type Distributions and Markov Models by : Peter Buchholz

Download or read book Input Modeling with Phase-Type Distributions and Markov Models written by Peter Buchholz and published by Springer. This book was released on 2014-05-20 with total page 137 pages. Available in PDF, EPUB and Kindle. Book excerpt: Containing a summary of several recent results on Markov-based input modeling in a coherent notation, this book introduces and compares algorithms for parameter fitting and gives an overview of available software tools in the area. Due to progress made in recent years with respect to new algorithms to generate PH distributions and Markovian arrival processes from measured data, the models outlined are useful alternatives to other distributions or stochastic processes used for input modeling. Graduate students and researchers in applied probability, operations research and computer science along with practitioners using simulation or analytical models for performance analysis and capacity planning will find the unified notation and up-to-date results presented useful. Input modeling is the key step in model based system analysis to adequately describe the load of a system using stochastic models. The goal of input modeling is to find a stochastic model to describe a sequence of measurements from a real system to model for example the inter-arrival times of packets in a computer network or failure times of components in a manufacturing plant. Typical application areas are performance and dependability analysis of computer systems, communication networks, logistics or manufacturing systems but also the analysis of biological or chemical reaction networks and similar problems. Often the measured values have a high variability and are correlated. It’s been known for a long time that Markov based models like phase type distributions or Markovian arrival processes are very general and allow one to capture even complex behaviors. However, the parameterization of these models results often in a complex and non-linear optimization problem. Only recently, several new results about the modeling capabilities of Markov based models and algorithms to fit the parameters of those models have been published.​

Phase Type Distributions, Volume 2

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Publisher : John Wiley & Sons
ISBN 13 : 1394329903
Total Pages : 292 pages
Book Rating : 4.3/5 (943 download)

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Book Synopsis Phase Type Distributions, Volume 2 by : András Horváth

Download or read book Phase Type Distributions, Volume 2 written by András Horváth and published by John Wiley & Sons. This book was released on 2024-10-29 with total page 292 pages. Available in PDF, EPUB and Kindle. Book excerpt: Phase type distributions are widely applicable modeling and statistical tools for non-negative random quantities. They are built on Markov chains, which provide a simple, intuitive stochastic interpretation for their use. Phase Type Distribution starts from the Markov chain-based definition of phase type distributions and presents many interesting properties, which follow from the basic definition. As a general family of non-negative distributions with nice analytical properties, phase type distributions can be used for approximating experimental distributions by fitting or by moments matching; and, for discrete event simulation of real word systems with stochastic timing, such as production systems, service operations, communication networks, etc. This book summarizes the up-to-date fitting, matching and simulation methods, and presents the limits of flexibility of phase type distributions of a given order. Additionally, this book lists numerical examples that support the intuitive understanding of the analytical descriptions and software tools that handle phase type distributions.

Quantitative Evaluation of Systems and Formal Modeling and Analysis of Timed Systems

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Publisher : Springer Nature
ISBN 13 : 3031684168
Total Pages : 352 pages
Book Rating : 4.0/5 (316 download)

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Book Synopsis Quantitative Evaluation of Systems and Formal Modeling and Analysis of Timed Systems by : Jane Hillston

Download or read book Quantitative Evaluation of Systems and Formal Modeling and Analysis of Timed Systems written by Jane Hillston and published by Springer Nature. This book was released on with total page 352 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Quantitative Evaluation of Systems

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Publisher : Springer
ISBN 13 : 331943425X
Total Pages : 385 pages
Book Rating : 4.3/5 (194 download)

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Book Synopsis Quantitative Evaluation of Systems by : Gul Agha

Download or read book Quantitative Evaluation of Systems written by Gul Agha and published by Springer. This book was released on 2016-08-02 with total page 385 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the 13th International Conference on Quantitative Evaluation Systems, QEST 2016, held in Quebec City, Canada, in August 2016. The 21 full papers and 3 tool demonstration papers presented were carefully reviewed and selected from 46 submissions. They are organized in topical sections entitled: Markov processes; tools; sampling, inference, and optimization methods; Markov decision processes and Markovian analysis; networks.

Information Technologies and Mathematical Modelling: Queueing Theory and Applications

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Publisher : Springer
ISBN 13 : 3319446150
Total Pages : 407 pages
Book Rating : 4.3/5 (194 download)

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Book Synopsis Information Technologies and Mathematical Modelling: Queueing Theory and Applications by : Alexander Dudin

Download or read book Information Technologies and Mathematical Modelling: Queueing Theory and Applications written by Alexander Dudin and published by Springer. This book was released on 2016-08-27 with total page 407 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 15th International Scientific Conference on Information Technologies and Mathematical Modeling, named after A. F. Terpugov, ITMM 2016, held in Katun, Russia, in September 2016. The 33 full papers presented together with 4 short papers were carefully reviewed and selected from 96 submissions. They are devoted to new results in the queueing theory and its applications, addressing specialists in probability theory, random processes, mathematical modeling as well as engineers dealing with logical and technical design and operational management of telecommunication and computer networks.

Computer Networks

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Publisher : Springer
ISBN 13 : 3319392077
Total Pages : 444 pages
Book Rating : 4.3/5 (193 download)

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Book Synopsis Computer Networks by : Piotr Gaj

Download or read book Computer Networks written by Piotr Gaj and published by Springer. This book was released on 2016-05-31 with total page 444 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed proceedings of the 23rd International Conference on Computer Networks, CN 2016, held in Brunów, Poland, in June 2016. The 32 full papers and the 4 short papers presented were carefully reviewed and selected from 72 submissions. They are organized in topical sections on computer networks architectures and protocols, teleinformatics and telecommunications, new technologies, queueing theory, and innovative applications.

Measurement, Modeling and Evaluation of Computing Systems and Dependability and Fault Tolerance

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Publisher : Springer
ISBN 13 : 3319053590
Total Pages : 277 pages
Book Rating : 4.3/5 (19 download)

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Book Synopsis Measurement, Modeling and Evaluation of Computing Systems and Dependability and Fault Tolerance by : Kai Fischbach

Download or read book Measurement, Modeling and Evaluation of Computing Systems and Dependability and Fault Tolerance written by Kai Fischbach and published by Springer. This book was released on 2014-02-14 with total page 277 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 17th International GI/ITG Conference on Measurement, Modeling and Evaluation of Computing Systems and Dependability and Fault-Tolerance, MMB & DFT 2014, held in Bamberg, Germany, in March 2014. The 21 papers presented (2 invited papers, 3 tool papers and 16 full papers) were carefully reviewed and selected from numerous submissions. MMB & DFT 2014 cover all aspects of performance and dependability evaluation of systems including networks, computer architectures, distributed systems, workflow systems, software, fault-tolerant and secure systems. The conference also featured 3 satellite workshops namely the International Workshop on Demand Modeling and Quantitative Analysis of Future Generation Energy Networks and Energy-Efficient Systems, FGENET 2014; the International Workshop on Modeling, Analysis and Management of Social Networks and their Applications, SOCNET 2014 and the 2nd Workshop on Network Calculus, WoNeCa 2014.

Statistical Methods and Modeling of Seismogenesis

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Publisher : John Wiley & Sons
ISBN 13 : 1119825040
Total Pages : 336 pages
Book Rating : 4.1/5 (198 download)

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Book Synopsis Statistical Methods and Modeling of Seismogenesis by : Nikolaos Limnios

Download or read book Statistical Methods and Modeling of Seismogenesis written by Nikolaos Limnios and published by John Wiley & Sons. This book was released on 2021-04-27 with total page 336 pages. Available in PDF, EPUB and Kindle. Book excerpt: The study of earthquakes is a multidisciplinary field, an amalgam of geodynamics, mathematics, engineering and more. The overriding commonality between them all is the presence of natural randomness. Stochastic studies (probability, stochastic processes and statistics) can be of different types, for example, the black box approach (one state), the white box approach (multi-state), the simulation of different aspects, and so on. This book has the advantage of bringing together a group of international authors, known for their earthquake-specific approaches, to cover a wide array of these myriad aspects. A variety of topics are presented, including statistical nonparametric and parametric methods, a multi-state system approach, earthquake simulators, post-seismic activity models, time series Markov models with regression, scaling properties and multifractal approaches, selfcorrecting models, the linked stress release model, Markovian arrival models, Poisson-based detection techniques, change point detection techniques on seismicity models, and, finally, semi-Markov models for earthquake forecasting.

Optimization in Large Scale Problems

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Publisher : Springer Nature
ISBN 13 : 3030285650
Total Pages : 333 pages
Book Rating : 4.0/5 (32 download)

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Book Synopsis Optimization in Large Scale Problems by : Mahdi Fathi

Download or read book Optimization in Large Scale Problems written by Mahdi Fathi and published by Springer Nature. This book was released on 2019-11-20 with total page 333 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume provides resourceful thinking and insightful management solutions to the many challenges that decision makers face in their predictions, preparations, and implementations of the key elements that our societies and industries need to take as they move toward digitalization and smartness. The discussions within the book aim to uncover the sources of large-scale problems in socio-industrial dilemmas, and the theories that can support these challenges. How theories might also transition to real applications is another question that this book aims to uncover. In answer to the viewpoints expressed by several practitioners and academicians, this book aims to provide both a learning platform which spotlights open questions with related case studies. The relationship between Industry 4.0 and Society 5.0 provides the basis for the expert contributions in this book, highlighting the uses of analytical methods such as mathematical optimization, heuristic methods, decomposition methods, stochastic optimization, and more. The book will prove useful to researchers, students, and engineers in different domains who encounter large scale optimization problems and will encourage them to undertake research in this timely and practical field. The book splits into two parts. The first part covers a general perspective and challenges in a smart society and in industry. The second part covers several case studies and solutions from the operations research perspective for large scale challenges specific to various industry and society related phenomena.

Systems Performance Modeling

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Publisher : Walter de Gruyter GmbH & Co KG
ISBN 13 : 3110607638
Total Pages : 200 pages
Book Rating : 4.1/5 (16 download)

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Book Synopsis Systems Performance Modeling by : Adarsh Anand

Download or read book Systems Performance Modeling written by Adarsh Anand and published by Walter de Gruyter GmbH & Co KG. This book was released on 2020-11-23 with total page 200 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book describes methods to improve software performance and safety using advanced mathematical and computational analytics. The main focus is laid on the increase of software reliability by preventive and predictive maintenance with efficient usage of modern testing resources. The editors collect contributions from international researchers in the field.

Measurement, Modelling and Evaluation of Dependable Computer and Communication Systems

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Publisher : Springer
ISBN 13 : 3319315595
Total Pages : 221 pages
Book Rating : 4.3/5 (193 download)

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Book Synopsis Measurement, Modelling and Evaluation of Dependable Computer and Communication Systems by : Anne Remke

Download or read book Measurement, Modelling and Evaluation of Dependable Computer and Communication Systems written by Anne Remke and published by Springer. This book was released on 2016-03-24 with total page 221 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the 18th International GI/ITG Conference on Measurement, Modelling and Evaluation of Computing Systems and Dependability and Fault Tolerance, MMB & DFT 2016, held in Münster, Germany, in April 2016. The 12 full papers and 3 short papers included in this volume were carefully reviewed and selected from 23 submissions. The papers deal with the fields of performance evaluation, dependability, and fault-tolerance of computer and communication systems. A relatively new topic of smart grids is also covered.

Man-Machine Interactions 5

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Publisher : Springer
ISBN 13 : 3319677926
Total Pages : 599 pages
Book Rating : 4.3/5 (196 download)

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Book Synopsis Man-Machine Interactions 5 by : Aleksandra Gruca

Download or read book Man-Machine Interactions 5 written by Aleksandra Gruca and published by Springer. This book was released on 2017-09-17 with total page 599 pages. Available in PDF, EPUB and Kindle. Book excerpt: This Proceedings book provides essential insights into the current state of research in the field of human–computer interactions. It presents the outcomes of the International Conference on Man–Machine Interactions (ICMMI 2017), held on October 3–6, 2017, in Cracow, Poland, which offers a unique international platform for researchers and practitioners to share cutting-edge developments related to technologies, algorithms, tools and systems focused on the means by which humans interact and communicate with computers. This book is the 5th edition in the series and includes a unique selection of high-quality, original papers highlighting the latest theoretical and practical research on technologies, applications and challenges encountered in the rapidly evolving new forms of human–machine relationships. Major research topics covered include human–computer interfaces, bio-data analysis and mining, image analysis and signal processing, decision support and expert systems, pattern recognition, algorithms and optimisations, computer networks, and data management systems. As such, the book offers a valuable resource for researchers in academia, industry and other fields whose work involves man–machine interactions.

Software Engineering and Algorithms in Intelligent Systems

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Publisher : Springer
ISBN 13 : 3319911864
Total Pages : 501 pages
Book Rating : 4.3/5 (199 download)

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Book Synopsis Software Engineering and Algorithms in Intelligent Systems by : Radek Silhavy

Download or read book Software Engineering and Algorithms in Intelligent Systems written by Radek Silhavy and published by Springer. This book was released on 2018-05-16 with total page 501 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents new software engineering approaches and methods, discussing real-world problems and exploratory research that describes novel approaches, modern design techniques, hybrid algorithms and empirical methods. This book constitutes part of the refereed proceedings of the Software Engineering and Algorithms in Intelligent Systems Section of the 7th Computer Science On-line Conference 2018 (CSOC 2018), held in April 2018.

Computer Performance Engineering

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Publisher : Springer
ISBN 13 : 3319665839
Total Pages : 306 pages
Book Rating : 4.3/5 (196 download)

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Book Synopsis Computer Performance Engineering by : Philipp Reinecke

Download or read book Computer Performance Engineering written by Philipp Reinecke and published by Springer. This book was released on 2017-08-31 with total page 306 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 14th EuropeanWorkshop on Computer Performance Engineering, EPEW 2017, held in Berlin,Germany, in September 2017. The 18 papers presented together with the abstracts of two invited talks in this volume were carefully reviewed and selected from 30 submissions. The papers presented at the workshop reflect the diversity of modern performanceengineering, with topics ranging from advances in Markov models; advances in quantitative analysis; model checking; and cyber-physical systems to performance, energy and security.

Computer and Information Sciences

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Publisher : Springer
ISBN 13 : 3319472178
Total Pages : 280 pages
Book Rating : 4.3/5 (194 download)

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Book Synopsis Computer and Information Sciences by : Tadeusz Czachórski

Download or read book Computer and Information Sciences written by Tadeusz Czachórski and published by Springer. This book was released on 2016-09-23 with total page 280 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 31st International Symposium on Computer and Information Sciences, ISCIS 2016, held in Krakow, Poland, in October 2016. The 29 revised full papers presented were carefully reviewed and selected from 65 submissions. The papers are organized in topical sections on smart algorithms; data classification and processing; stochastic modelling; performance evaluation; queuing systems; wireless networks and security; image processing and computer vision.

Performance Evaluation Methodologies and Tools

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Publisher : Springer Nature
ISBN 13 : 3030925110
Total Pages : 274 pages
Book Rating : 4.0/5 (39 download)

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Book Synopsis Performance Evaluation Methodologies and Tools by : Qianchuan Zhao

Download or read book Performance Evaluation Methodologies and Tools written by Qianchuan Zhao and published by Springer Nature. This book was released on 2021-12-07 with total page 274 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed conference proceedings of the 14th International Conference on Performance Evaluation Methodologies and Tools, VALUETOOLS 2021, held in October 2021. Due to the safety concerns and travel restrictions caused by COVID-19, VALUETOOLS took place online in a live stream. VALUETOOLS 2021 aims to provide a world-leading and multidisciplinary venue for researchers and practitioners in diverse disciplines such as computer science, networks and telecommunications, operations research, optimization, control theory and manufacturing. The 16 full papers were carefully reviewed and selected from 32 submissions and focus on methodologies and practices in modelling, performance evaluation and optimization of complex systems.

Wired/Wireless Internet Communications

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Publisher : Springer
ISBN 13 : 3319613820
Total Pages : 328 pages
Book Rating : 4.3/5 (196 download)

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Book Synopsis Wired/Wireless Internet Communications by : Yevgeni Koucheryavy

Download or read book Wired/Wireless Internet Communications written by Yevgeni Koucheryavy and published by Springer. This book was released on 2017-06-15 with total page 328 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the 15th IFIP International Conference on Wired/Wireless Internet Communications, WWIC 2017, held in St. Petersburg, Russia, in June 2017. The 27 papers presented in this volume were carefully reviewed and selected from 76 submissions. They were organized in topical sections named: network analysis and dimensioning; 5G communications; network design and planning; network protocols; information technology; and circuit design.