Print Email Facebook Twitter The coming age of pervasive data processing Title The coming age of pervasive data processing Author Rellermeyer, Jan S. (TU Delft Data-Intensive Systems) Omranian Khorasani, S. (TU Delft Data-Intensive Systems) Graur, Dan (Student TU Delft) Parthasarathy, Apourva (Student TU Delft) Contributor Iosup, Alexandru (editor) Pop, Florin (editor) Prodan, Radu (editor) Uta, Alexandru (editor) Date 2019 Abstract Emerging Big Data analytics and machine learning applications require a significant amount of computational power. While there exists a plethora of large-scale data processing frameworks which thrive in handling the various complexities of data-intensive workloads, the ever-increasing demand of applications have made us reconsider the traditional ways of scaling (e.g., scale-out) and seek new opportunities for improving the performance. In order to prepare for an era where data collection and processing occur on a wide range of devices, from powerful HPC machines to small embedded devices, it is crucial to investigate and eliminate the potential sources of inefficiency in the current state of the art platforms. In this paper, we address the current and upcoming challenges of pervasive data processing and present directions for designing the next generation of large-scale data processing systems. Subject Big DataMachine LearningSystemsPerformanceEfficiency To reference this document use: http://resolver.tudelft.nl/uuid:fe53f4b2-bdfa-4049-a755-0ce8fd8a6407 DOI https://doi.org/10.1109/ISPDC.2019.00011 Publisher IEEE Embargo date 2020-02-08 ISBN 978-1-7281-3802-2 Source 2019 18th International Symposium on Parallel and Distributed Computing (ISPDC): Proceedings Event 18th International Symposium on Parallel and Distributed Computing, ISPDC 2019, 2019-06-05 → 2019-06-07, Amsterdam, Netherlands Bibliographical note Green Open Access added to TU Delft Institutional Repository ‘You share, we take care!’ – Taverne project https://www.openaccess.nl/en/you-share-we-take-care Otherwise as indicated in the copyright section: the publisher is the copyright holder of this work and the author uses the Dutch legislation to make this work public. Part of collection Institutional Repository Document type conference paper Rights © 2019 Jan S. Rellermeyer, S. Omranian Khorasani, Dan Graur, Apourva Parthasarathy Files PDF 08790842.pdf 1.59 MB Close viewer /islandora/object/uuid:fe53f4b2-bdfa-4049-a755-0ce8fd8a6407/datastream/OBJ/view