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Developing Linear Algebra Codes on Modern Processors: Emerging Research and Opportunities
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,...
Concepts and Techniques of Graph Neural Networks
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...
Handbook of Research on Quantum Computing for Smart Environments
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.
Euro-Par 2022: Parallel Processing
This book constitutes the proceedings of the 33rd International Conference on Parallel and Distributed Computing, Euro-Par 2022, held in GLasgow, UK, in August 2022. The 25 full papers presented in this volume were carefully reviewed and selected from 102 submissions. The conference Euro-Par 2022 covers all aspects of parallel and distributed computing, ranging from theory to practice, scaling from the smallest to the largest parallel and distributed systems, from fundamental computational problems and models to full-fledged applications, from architecture and interface design and implementation to tools, infrastructures and applications.
Adaptive Security and Cyber Assurance for Risk-Based Decision Making
Cyber-professionals recognize that some defensive measures could exacerbate cyber-defense challenges by motivating attackers to adaptunintentionally 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.
Novel Research and Development Approaches in Heterogeneous Systems and Algorithms
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.
Euro-Par 2023: Parallel Processing
This book constitutes the proceedings of the 34th International Conference on Parallel and Distributed Computing, Euro-Par 2023, held in Limassol, Cyprus, in August/September 2023. The 49 full papers presented in this volume were carefully reviewed and selected from 164 submissions. They are covering the following topics: programming, compilers and performance; scheduling, resource management, cloud, edge computing, and workflows; architectures and accelerators; data analytics, AI, and computational science; theory and algorithms; multidisciplinary, and domain-specific and applied parallel and distributed computing.
Euro-Par 2021: Parallel Processing
This book constitutes the proceedings of the 27th International Conference on Parallel and Distributed Computing, Euro-Par 2021, held in Lisbon, Portugal, in August 2021. The conference was held virtually due to the COVID-19 pandemic. The 38 full papers presented in this volume were carefully reviewed and selected from 136 submissions. They deal with parallel and distributed computing in general, focusing on compilers, tools and environments; performance and power modeling, prediction and evaluation; scheduling and load balancing; data management, analytics and machine learning; cluster, cloud and edge computing; theory and algorithms for parallel and distributed processing; parallel and distributed programming, interfaces, and languages; parallel numerical methods and applications; and high performance architecture and accelerators.
Construya su propio supercomputador con Raspberry Pi
¿Conoce la supercomputación? ¿Quiere introducirse en este campo de una forma entretenida? Sin darse cuenta, la supercomputación lo rodea en su día a día: los anuncios ajustados a sus gustos, las predicciones meteorológicas cada vez más exactas, la simulación del efecto del viento sobre un vehículo... Las empresas más influyentes, importantes avances científicos o, incluso, películas han mostrado la existencia de grandes centros de computación. No obstante, ¿sabe cómo funcionan estos sistemas, quién los usa, para qué y cómo se configuran? Construya su propio supercomputador con Raspberry Pi da respuesta a todas estas preguntas mientras lo guía en la configuración de un pr...
Robótica en Educación Infantil y Primaria
Los nuevos sistemas educativos amplían horizontes a recursos y metodologías innovadoras con la finalidad de mejorar la competencia del alumnado. La robótica es un aspecto cada vez más presente en la sociedad actual y, sin duda, los sistemas educativos no deberían dejar pasar la oportunidad de emplearla para la consecución de finalidades propias de estos. Pero, ¿es factible el empleo de la robótica como elemento educativo? La respuesta es afirmativa. Si está interesado en llevar la robótica a su aula, pero no tiene demasiado claro cómo hacerlo, con este libro aprenderá a desenvolverse con éxito, pues descubrirá los aspectos más importantes del empleo de robots para poder realiz...
