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Parallel Computing for Data Science, Matloff, Norman


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Автор: Matloff, Norman
Название:  Parallel Computing for Data Science
ISBN: 9781466587014
Издательство: Taylor&Francis
Классификация:


ISBN-10: 1466587016
Обложка/Формат: Hardback
Страницы: 328
Вес: 0.63 кг.
Дата издания: 04.06.2015
Серия: Chapman & hall/crc the r series
Язык: English
Иллюстрации: 4 tables, black and white; 7 illustrations, black and white
Размер: 166 x 241 x 23
Читательская аудитория: General (us: trade)
Подзаголовок: With examples in r, c++ and cuda
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Поставляется из: Европейский союз


Parallel Computing: Concepts and Applications

Автор: Brisley Sean
Название: Parallel Computing: Concepts and Applications
ISBN: 1682854795 ISBN-13(EAN): 9781682854792
Издательство: Неизвестно
Цена: 24140.00 р.
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Parallel Scientific Computing

Автор: Magoules Frdric
Название: Parallel Scientific Computing
ISBN: 1848215819 ISBN-13(EAN): 9781848215818
Издательство: Wiley
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Цена: 22010.00 р.
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Описание: Parallel Computing presents scientific computing techniques applied to parallel computing for the numerical simulation of large-scale problems, which result from systems modeled by partial differential equations.

High Performance Scientific Computing Using Distributed Infrastructures: Results And Scientific Applications Derived From The Italian Pon Recas Project

Автор: Merola Leonardo Et Al
Название: High Performance Scientific Computing Using Distributed Infrastructures: Results And Scientific Applications Derived From The Italian Pon Recas Project
ISBN: 9814759708 ISBN-13(EAN): 9789814759700
Издательство: World Scientific Publishing
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Цена: 25978.00 р.
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Описание:

This book aims to provide a deep look into Italian actions taken in some fields of science and high performance computing (HPC), and the Italian effort to bridge the HPC gap with respect to Europe. The Italian PON ReCaS Project is written for graduate readers and professionals in the field of high performance computing. It presents and discusses innovative and important technological solutions, and describes interesting results in various fields of application.

ReCaS stands for "Rete di Calcolo per SuperB e altre applicazioni" and is a computing network infrastructure in Southern Italy devoted to scientific and non-scientific applications within the vision of a common European infrastructure for computing, storage and network. The ReCaS project is part of the 2007-2013 European Union strategy, and was funded by the Italian Ministry of Research and Education (MIUR) for the development and enhancement of a distributed computing infrastructure of the Grid/Cloud type over the four EU 'Convergence' regions in Southern Italy: Campania, Puglia and Sicily and Calabria.

The network will be open and accessible to all researchers, public and private, and will be characterized by unprecedented computing power and storage capacity. Posted in the European Grid Infrastructure EGI, ReCaS is also an opportunity to the countries of the Mediterranean area and extends the potential of the current network.

Introduction to Parallel Computing

Название: Introduction to Parallel Computing
ISBN: 3319988328 ISBN-13(EAN): 9783319988320
Издательство: Springer
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Цена: 5589.00 р.
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Описание: Advancements in microprocessor architecture, interconnection technology, and software development have fueled rapid growth in parallel and distributed computing. However, this development is only of practical benefit if it is accompanied by progress in the design, analysis and programming of parallel algorithms.This concise textbook provides, in one place, three mainstream parallelization approaches, Open MPP, MPI and OpenCL, for multicore computers, interconnected computers and graphical processing units. An overview of practical parallel computing and principles will enable the reader to design efficient parallel programs for solving various computational problems on state-of-the-art personal computers and computing clusters.Topics covered range from parallel algorithms, programming tools, OpenMP, MPI and OpenCL, followed by experimental measurements of parallel programs’ run-times, and by engineering analysis of obtained results for improved parallel execution performances.Many examples and exercises support the exposition.

Distributed and Parallel Systems

Автор: Peter Kacsuk; Robert Lovas; Zsolt Nemeth
Название: Distributed and Parallel Systems
ISBN: 0387794476 ISBN-13(EAN): 9780387794471
Издательство: Springer
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Цена: 19564.00 р.
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Описание: DAPSYS (International Conference on Distributed and Parallel Systems) is an international biannual conference series dedicated to various aspects of distributed and parallel computing. This book is based on DAPSYS 2008. It investigates parallel and distributed techniques, algorithms, models and applications.

Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing

Автор: Roger Lee
Название: Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing
ISBN: 3319361732 ISBN-13(EAN): 9783319361734
Издательство: Springer
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Цена: 13059.00 р.
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Описание: This edited book presents scientific results of 15th IEEE/ACIS International Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing (SNPD 2014) held on June 30 - July 2, 2014 in Las Vegas Nevada, USA.

Elements of Parallel Computing

Автор: Aubanel
Название: Elements of Parallel Computing
ISBN: 1498727891 ISBN-13(EAN): 9781498727891
Издательство: Taylor&Francis
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Цена: 10258.00 р.
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Описание:

Designed for introductory parallel computing courses at the advanced undergraduate or beginning graduate level, Elements of Parallel Computing presents the fundamental concepts of parallel computing not from the point of view of hardware, but from a more abstract view of algorithmic and implementation patterns. The aim is to facilitate the teaching of parallel programming by surveying some key algorithmic structures and programming models, together with an abstract representation of the underlying hardware. The presentation is friendly and informal. The content of the book is language neutral, using pseudocode that represents common programming language models.

The first five chapters present core concepts in parallel computing. SIMD, shared memory, and distributed memory machine models are covered, along with a brief discussion of what their execution models look like. The book also discusses decomposition as a fundamental activity in parallel algorithmic design, starting with a naive example, and continuing with a discussion of some key algorithmic structures. Important programming models are presented in depth, as well as important concepts of performance analysis, including work-depth analysis of task graphs, communication analysis of distributed memory algorithms, key performance metrics, and a discussion of barriers to obtaining good performance.

The second part of the book presents three case studies that reinforce the concepts of the earlier chapters. One feature of these chapters is to contrast different solutions to the same problem, using select problems that aren't discussed frequently in parallel computing textbooks. They include the Single Source Shortest Path Problem, the Eikonal equation, and a classical computational geometry problem: computation of the two-dimensional convex hull. After presenting the problem and sequential algorithms, each chapter first discusses the sources of parallelism then surveys parallel algorithms.

 

GPU-based Parallel Implementation of Swarm Intelligence Algorithm

Автор: Ying Tan
Название: GPU-based Parallel Implementation of Swarm Intelligence Algorithm
ISBN: 0128093625 ISBN-13(EAN): 9780128093627
Издательство: Elsevier Science
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Цена: 13304.00 р.
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Описание: . GPU-based Parallel Implementation of Swarm Intelligence Algorithms combines and covers two emerging areas attracting increased attention and applications: graphics processing units (GPUs) for general-purpose computing (GPGPU) and swarm intelligence. This book not only presents GPGPU in adequate detail, but also includes guidance on the appropriate implementation of swarm intelligence algorithms on the GPU platform. GPU-based implementations of several typical swarm intelligence algorithms such as PSO, FWA, GA, DE, and ACO are presented and having described the implementation details including parallel models, implementation considerations as well as performance metrics are discussed. Finally, several typical applications of GPU-based swarm intelligence algorithms are presented. This valuable reference book provides a unique perspective not possible by studying either GPGPU or swarm intelligence alone. . This book gives a complete and whole picture for interested readers and new comers who will find many implementation algorithms in the book suitable for immediate use in their projects. Additionally, some algorithms can also be used as a starting point for further research.

Programming Models for Parallel Computing

Автор: Balaji Pavan
Название: Programming Models for Parallel Computing
ISBN: 0262528819 ISBN-13(EAN): 9780262528818
Издательство: MIT Press
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Цена: 10157.00 р.
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Описание:

With the coming of the parallel computing era, computer scientists have turned their attention to designing programming models that are suited for high-performance parallel computing and supercomputing systems. Programming parallel systems is complicated by the fact that multiple processing units are simultaneously computing and moving data. This book offers an overview of some of the most prominent parallel programming models used in high-performance computing and supercomputing systems today.

The chapters describe the programming models in a unique tutorial style rather than using the formal approach taken in the research literature. The aim is to cover a wide range of parallel programming models, enabling the reader to understand what each has to offer. The book begins with a description of the Message Passing Interface (MPI), the most common parallel programming model for distributed memory computing. It goes on to cover one-sided communication models, ranging from low-level runtime libraries (GASNet, OpenSHMEM) to high-level programming models (UPC, GA, Chapel); task-oriented programming models (Charm++, ADLB, Scioto, Swift, CnC) that allow users to describe their computation and data units as tasks so that the runtime system can manage computation and data movement as necessary; and parallel programming models intended for on-node parallelism in the context of multicore architecture or attached accelerators (OpenMP, Cilk Plus, TBB, CUDA, OpenCL). The book will be a valuable resource for graduate students, researchers, and any scientist who works with data sets and large computations.

ContributorsTimothy Armstrong, Michael G. Burke, Ralph Butler, Bradford L. Chamberlain, Sunita Chandrasekaran, Barbara Chapman, Jeff Daily, James Dinan, Deepak Eachempati, Ian T. Foster, William D. Gropp, Paul Hargrove, Wen-mei Hwu, Nikhil Jain, Laxmikant Kale, David Kirk, Kath Knobe, Ariram Krishnamoorthy, Jeffery A. Kuehn, Alexey Kukanov, Charles E. Leiserson, Jonathan Lifflander, Ewing Lusk, Tim Mattson, Bruce Palmer, Steven C. Pieper, Stephen W. Poole, Arch D. Robison, Frank Schlimbach, Rajeev Thakur, Abhinav Vishnu, Justin M. Wozniak, Michael Wilde, Kathy Yelick, Yili Zheng

Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing 2011

Автор: Roger Lee
Название: Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing 2011
ISBN: 3642268676 ISBN-13(EAN): 9783642268670
Издательство: Springer
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Цена: 22201.00 р.
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Описание:

The purpose of the 12th Conference Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing (SNPD 2011) held on July 6-8, 2011 in Sydney, Australia was to bring together scientists, engineers, computer users, and students to share their experiences and exchange new ideas and research results about all aspects (theory, applications and tools) of computer and information sciences, and to discuss the practical challenges encountered along the way and the solutions adopted to solve them.

The conference organizers selected 14 outstanding papers from SNPD 2011, all of which you will find in this volume of Springer s Studies in Computational Intelligence. "

Parallel and Distributed Computing, Applications and Technologies

Автор: Jong Hyuk Park; Hong Shen; Yunsick Sung; Hui Tian
Название: Parallel and Distributed Computing, Applications and Technologies
ISBN: 9811359067 ISBN-13(EAN): 9789811359064
Издательство: Springer
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Цена: 11738.00 р.
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Описание: This book constitutes the refereed proceedings of the 19th International Conference on CParallel and Distributed Computing, Applications and Technologies, PDCAT 2018, held in Jeju Island, South Korea, in August 2018. The 35 revised full papers presented along with the 14 short papers and were carefully reviewed and selected from 150 submissions. The papers of this volume are organized in topical sections on wired and wireless communication systems, high dimensional data representation and processing, networks and information security, computing techniques for efficient networks design, electronic circuits for communication systems.

Evolving Developments in Grid and Cloud Computing: Advancing Research

Автор: Emmanuel Udoh
Название: Evolving Developments in Grid and Cloud Computing: Advancing Research
ISBN: 146660056X ISBN-13(EAN): 9781466600560
Издательство: Mare Nostrum (Eurospan)
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Цена: 28413.00 р.
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Описание: Evolving Developments in Grid and Cloud Computing: Advancing Research contains investigations of grid and cloud evolution, workflow management, and the impact new computing systems have on education and industry. Targeted at both researchers and IT professionals, this book provides current trends and emerging issues in cloud and grid architectures, standards and performance analysis.


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