SNTA'19 proceedings of the ACM Workshop on Systems and Network Telemetry and Analytics : June 25, 2019, Phoenix, AZ, USA

The 2nd International Workshop on Systems and Network Telemetry and Analytics (SNTA 2019), a half-day meeting at the HPDC 2019 conference in Phoenix, AZ, USA, aims at bridging the systems and network telemetry and the latest advances in machine learning and data science technologies, to advance the...

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Detalles Bibliográficos
Otros Autores: Kim, Jinoh, editor (editor), Sim, Alex, editor
Formato: Libro electrónico
Idioma:Inglés
Publicado: New York : The Association for Computing Machinery 2019.
Colección:ACM international conference proceedings series.
Materias:
Ver en Biblioteca Universitat Ramon Llull:https://discovery.url.edu/permalink/34CSUC_URL/1im36ta/alma991009714504506719
Descripción
Sumario:The 2nd International Workshop on Systems and Network Telemetry and Analytics (SNTA 2019), a half-day meeting at the HPDC 2019 conference in Phoenix, AZ, USA, aims at bridging the systems and network telemetry and the latest advances in machine learning and data science technologies, to advance the performance and reliability of HPC and distributed systems.The tasks of systems and network telemetry are a key element for effective operations and management of HPC and distributed computing systems, by offering comprehensive monitoring and analysis capabilities to provide the visibility into what is occurring at any time. The tasks will be significantly complicated with the greater complexity of computing systems, increasing network speed, and the newly introduced mobile and IoT devices. Such changes will render the existing telemetry and analysis techniques to be outdated, and more scalable techniques may be in place for data-driven and deeper data analysis. In addition to the quantitative and qualitative challenges, data pressure in systems and networks also comes from various sources such as end systems, routers, firewalls, intrusion sensors, and the newly emerging network elements speaking with different syntax and semantics, which makes organizing and incorporating the generated data difficult for extensive analysis. This workshop aims at bridging the systems and network telemetry and the latest advances in machine learning and data science technologies, to advance the performance and reliability of HPC and distributed systems, and sharing visions of investigating new approaches and methods at the intersection of HPC systems and data sciences from the diverse angles of systems/network performance, availability, and security.This year, the workshop presents 5 full technical papers, 2 short papers and 1 work-in-progress paper after a rigorous review process. Putting together SNTA'19 was a team effort. We would like to thank all authors who submitted to the workshop. The diverse submission and selection assure interesting discussions and most importantly out-of-the-box thinking and generation of new ideas during the workshop. We are grateful to the program committee and the external reviewers, who worked very hard in reviewing papers and providing feedback for authors.
Notas:Includes index.
Descripción Física:1 online resource (53 pages) : illustrations