Developing Linear Algebra Codes On Modern Processors Emerging Research And Opportunities

Author : Catalán Pallarés, Sandra,Valero-Lara, Pedro,Toledo Díaz, Leonel Antonio,Carratalá Sáez, Rocío
Publisher : IGI Global
Page : 279 pages
File Size : 43,8 Mb
Release : 2022-10-14
Category : Mathematics
ISBN : 9781799870845

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Developing Linear Algebra Codes on Modern Processors: Emerging Research and Opportunities by Catalán Pallarés, Sandra,Valero-Lara, Pedro,Toledo Díaz, Leonel Antonio,Carratalá Sáez, Rocío Pdf

Optimized linear algebra (LA) libraries that are able to exploit the underlying hardware are always of interest in the high-performance computing community. The implementation of LA software has evolved along with computer architecture, while the specification remains unaltered almost from the beginning. It is important to differentiate between the specification of LA libraries and their implementation. Because LA libraries pursue high performance, the implementation for a given architecture needs to be optimized for it specifically. However, the type of operations included in the libraries, the input/output parameters, and the data types to be handled are common to all of them. This is why, while the specification remains constant, the implementation evolves with the creation of new architectures. Developing Linear Algebra Codes on Modern Processors: Emerging Research and Opportunities presents the main characteristics of LA libraries, showing the differences between the standards for sparse and dense versions. It further explores relevant linear algebra problems and shows, in a clear and understandable way, how to solve them using different computer architectures. Covering topics such as programming models, batched computing, and distributed memory platforms, this premier reference source is an excellent resource for programmers, computer scientists, engineers, students and faculty of higher education, librarians, researchers, and academicians.

Author : Sandra Catalán Pallarés,Pedro Valero-Lara,Leonel Antonio Toledo Díaz,Rocío Carratalá Sáez
Publisher : Unknown
Page : 0 pages
File Size : 47,7 Mb
Release : 2021-12
Category : Algebras, Linear
ISBN : 1799870839

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Developing Linear Algebra Codes on Modern Processors by Sandra Catalán Pallarés,Pedro Valero-Lara,Leonel Antonio Toledo Díaz,Rocío Carratalá Sáez Pdf

"This book presents the main characteristics of linear algebra software libraries, showing the differences between the standards for sparse and dense versions as well as the evolution of architectures to help readers understand the interaction between them by presenting the most used programming models, their main differences and presenting the necessary information to develop efficiently linear algebra codes on different computational platforms"--

Author : Koley, Santanu,Barman, Subhabrata,Joardar, Subhankar
Publisher : IGI Global
Page : 343 pages
File Size : 43,6 Mb
Release : 2023-03-07
Category : Computers
ISBN : 9781668475263

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Novel Research and Development Approaches in Heterogeneous Systems and Algorithms by Koley, Santanu,Barman, Subhabrata,Joardar, Subhankar Pdf

Almost every element of life, from commerce and agriculture to communication and entertainment, has been profoundly altered by computing. Around the world, people rely on computers for the creation of systems for energy, transportation, and military use. Additionally, computing fosters scientific advancements that advance our basic understanding of the world and assist in finding answers to pressing health and environmental issues. Novel Research and Development Approaches in Heterogeneous Systems and Algorithms addresses novel research and developmental approaches in heterogenous systems and algorithms for information-centric networks of the future. Covering topics such as image identification and segmentation, materials data extraction, and wireless sensor networks, this premier reference source is a valuable resource for engineers, consultants, practitioners, computer scientists, students and educators of higher education, librarians, researchers, and academicians.

Author : Tyagi, Amit Kumar
Publisher : IGI Global
Page : 595 pages
File Size : 42,9 Mb
Release : 2023-03-03
Category : Science
ISBN : 9781668466988

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Handbook of Research on Quantum Computing for Smart Environments by Tyagi, Amit Kumar Pdf

Today, computation is an essential component of every technology. However, there has not been much research on quantum computing, even though it has the capability to solve complex problems in an efficient way. Further study is required to fully understand the uses and benefits of this technology. The Handbook of Research on Quantum Computing for Smart Environments presents investigating physical realizations of quantum computers, encoders, and decoders, including photonic quantum realization, cavity quantum electrodynamics, and many more topics on Bits to Qubits. Covering key topics such as machine learning, software, quantum algorithms, and neural networks, this major reference work is ideal for engineers, computer scientists, physicists, mathematicians, researchers, academicians, scholars, practitioners, instructors, and students.

Author : Brooks, Tyson T.
Publisher : IGI Global
Page : 256 pages
File Size : 40,9 Mb
Release : 2023-03-13
Category : Computers
ISBN : 9781668477687

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Adaptive Security and Cyber Assurance for Risk-Based Decision Making by Brooks, Tyson T. Pdf

Cyber-professionals recognize that some defensive measures could exacerbate cyber-defense challenges by motivating attackers to adapt—unintentionally inspiring attackers to develop more potent and resilient capabilities. Further study in this area is required to ensure defense and security practices are up to date. Adaptive Security and Cyber Assurance for Risk-Based Decision Making explores decision making in the context of software-based systems and discusses why it is difficult to achieve. It also identifies a discipline termed cyber-assurance, which considers the interactions of assurance-enhancing technology, system architecture, and the development life cycle. Covering key topics such as cyber assurance, security, and defensive operations, this premier reference source is ideal for industry professionals, computer scientists, academicians, engineers, researchers, scholars, practitioners, librarians, instructors, and students.

Author : Kumar, Vinod,Rajput, Dharmendra Singh
Publisher : IGI Global
Page : 267 pages
File Size : 41,5 Mb
Release : 2023-05-22
Category : Computers
ISBN : 9781668469057

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Concepts and Techniques of Graph Neural Networks by Kumar, Vinod,Rajput, Dharmendra Singh Pdf

Recent advancements in graph neural networks have expanded their capacities and expressive power. Furthermore, practical applications have begun to emerge in a variety of fields including recommendation systems, fake news detection, traffic prediction, molecular structure in chemistry, antibacterial discovery physics simulations, and more. As a result, a boom of research at the juncture of graph theory and deep learning has revolutionized many areas of research. However, while graph neural networks have drawn a lot of attention, they still face many challenges when it comes to applying them to other domains, from a conceptual understanding of methodologies to scalability and interpretability in a real system. Concepts and Techniques of Graph Neural Networks provides a stepwise discussion, an exhaustive literature review, detailed analysis and discussion, rigorous experimentation results, and application-oriented approaches that are demonstrated with respect to applications of graph neural networks. The book also develops the understanding of concepts and techniques of graph neural networks and establishes the familiarity of different real applications in various domains for graph neural networks. Covering key topics such as graph data, social networks, deep learning, and graph clustering, this premier reference source is ideal for industry professionals, researchers, scholars, academicians, practitioners, instructors, and students.

Author : National Research Council,Division on Engineering and Physical Sciences,Commission on Physical Sciences, Mathematics, and Applications,Committee on Mathematical Challenges from Computational Chemistry
Publisher : National Academies Press
Page : 143 pages
File Size : 41,5 Mb
Release : 1995-03-29
Category : Mathematics
ISBN : 9780309176620

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Mathematical Challenges from Theoretical/Computational Chemistry by National Research Council,Division on Engineering and Physical Sciences,Commission on Physical Sciences, Mathematics, and Applications,Committee on Mathematical Challenges from Computational Chemistry Pdf

Computational methods are rapidly becoming major tools of theoretical, pharmaceutical, materials, and biological chemists. Accordingly, the mathematical models and numerical analysis that underlie these methods have an increasingly important and direct role to play in the progress of many areas of chemistry. This book explores the research interface between computational chemistry and the mathematical sciences. In language that is aimed at non-specialists, it documents some prominent examples of past successful cross-fertilizations between the fields and explores the mathematical research opportunities in a broad cross-section of chemical research frontiers. It also discusses cultural differences between the two fields and makes recommendations for overcoming those differences and generally promoting this interdisciplinary work.

Author : Jesus Carretero,Javier Garcia-Blas,Ryan K.L. Ko,Peter Mueller,Koji Nakano
Publisher : Springer
Page : 687 pages
File Size : 44,7 Mb
Release : 2016-11-24
Category : Computers
ISBN : 9783319495835

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Algorithms and Architectures for Parallel Processing by Jesus Carretero,Javier Garcia-Blas,Ryan K.L. Ko,Peter Mueller,Koji Nakano Pdf

This book constitutes the refereed proceedings of the 16th International Conference on Algorithms and Architectures for Parallel Processing, ICA3PP 2016, held in Granada, Spain, in December 2016. The 30 full papers and 22 short papers presented were carefully reviewed and selected from 117 submissions. They cover many dimensions of parallel algorithms and architectures, encompassing fundamental theoretical approaches, practical experimental projects, and commercial components and systems trying to push beyond the limits of existing technologies, including experimental efforts, innovative systems, and investigations that identify weaknesses in existing parallel processing technology.

Author : Philip N. Klein
Publisher : Unknown
Page : 0 pages
File Size : 54,7 Mb
Release : 2013
Category : Algebras, Linear
ISBN : 0615880991

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Coding the Matrix by Philip N. Klein Pdf

An engaging introduction to vectors and matrices and the algorithms that operate on them, intended for the student who knows how to program. Mathematical concepts and computational problems are motivated by applications in computer science. The reader learns by doing, writing programs to implement the mathematical concepts and using them to carry out tasks and explore the applications. Examples include: error-correcting codes, transformations in graphics, face detection, encryption and secret-sharing, integer factoring, removing perspective from an image, PageRank (Google's ranking algorithm), and cancer detection from cell features. A companion web site, codingthematrix.com provides data and support code. Most of the assignments can be auto-graded online. Over two hundred illustrations, including a selection of relevant xkcd comics. Chapters: The Function, The Field, The Vector, The Vector Space, The Matrix, The Basis, Dimension, Gaussian Elimination, The Inner Product, Special Bases, The Singular Value Decomposition, The Eigenvector, The Linear Program

Author : Anonim
Publisher : Unknown
Page : 704 pages
File Size : 45,6 Mb
Release : 1995
Category : Aeronautics
ISBN : UIUC:30112050127304

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Scientific and Technical Aerospace Reports by Anonim Pdf

Author : Stephen Boyd,Lieven Vandenberghe
Publisher : Cambridge University Press
Page : 477 pages
File Size : 40,7 Mb
Release : 2018-06-07
Category : Business & Economics
ISBN : 9781316518960

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Introduction to Applied Linear Algebra by Stephen Boyd,Lieven Vandenberghe Pdf

A groundbreaking introduction to vectors, matrices, and least squares for engineering applications, offering a wealth of practical examples.

Author : Willi Jäger,Hans-Joachim Krebs
Publisher : Springer Science & Business Media
Page : 732 pages
File Size : 54,7 Mb
Release : 2011-06-28
Category : Computers
ISBN : 9783642557538

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Mathematics - Key Technology for the Future by Willi Jäger,Hans-Joachim Krebs Pdf

Efficient transfer between science and society is crucial for their future development. The rapid progress of information technology and computer systems offers a large potential and new perspectives for solving complex problems. Mathematical modelling and simulation have become important tools not only in scientific investigations but also in analysing, planning and controlling technological and economic processes. Mathematics, imbedded in an interdisciplinary concept, has become a key technology. The book covers the results of a variety of major projects in industrial mathematics following an initiative of the German Federal Ministry of Education and Research. All projects are collaborations of industrial companies and university-based researchers, and range from automotive industry to computer technology and medical visualisation. In general, the projects presented in this volume prove that new mathematical ideas and methods can be decisive for the solution of industrial and economic problems.

Author : Anonim
Publisher : Unknown
Page : 476 pages
File Size : 47,6 Mb
Release : 1965
Category : Weights and measures
ISBN : MINN:31951000962555V

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National Bureau of Standards Miscellaneous Publication by Anonim Pdf

Author : W. W. Youden
Publisher : Unknown
Page : 476 pages
File Size : 50,7 Mb
Release : 1965
Category : Computer science
ISBN : UCSC:32106012011760

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Computer Literature Bibliography: 1946-1963 by W. W. Youden Pdf

Author : Anonim
Publisher : Unknown
Page : 478 pages
File Size : 46,8 Mb
Release : 1965
Category : Weights and measures
ISBN : UOM:39015023123402

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NBS Special Publication by Anonim Pdf