Developing Linear Algebra Codes on Modern Processors - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Developing Linear Algebra Codes on Modern Processors write by Sandra Catalán Pallarés. This book was released on 2021-12. Developing Linear Algebra Codes on Modern Processors available in PDF, EPUB and Kindle. "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"--
Developing Linear Algebra Codes on Modern Processors: Emerging Research and Opportunities
Developing Linear Algebra Codes on Modern Processors: Emerging Research and Opportunities - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Developing Linear Algebra Codes on Modern Processors: Emerging Research and Opportunities write by Catalán Pallarés, Sandra. This book was released on 2022-10-14. Developing Linear Algebra Codes on Modern Processors: Emerging Research and Opportunities available in PDF, EPUB and Kindle. 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.
Novel Research and Development Approaches in Heterogeneous Systems and Algorithms
Novel Research and Development Approaches in Heterogeneous Systems and Algorithms - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Novel Research and Development Approaches in Heterogeneous Systems and Algorithms write by Koley, Santanu. This book was released on 2023-03-07. Novel Research and Development Approaches in Heterogeneous Systems and Algorithms available in PDF, EPUB and Kindle. 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.
Concepts and Techniques of Graph Neural Networks
Concepts and Techniques of Graph Neural Networks - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Concepts and Techniques of Graph Neural Networks write by Kumar, Vinod. This book was released on 2023-05-22. Concepts and Techniques of Graph Neural Networks available in PDF, EPUB and Kindle. 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.
Handbook of Research on Quantum Computing for Smart Environments
Handbook of Research on Quantum Computing for Smart Environments - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Handbook of Research on Quantum Computing for Smart Environments write by Tyagi, Amit Kumar. This book was released on 2023-03-03. Handbook of Research on Quantum Computing for Smart Environments available in PDF, EPUB and Kindle. 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.
