The Collection Virtual Machine: An Abstraction for Multi-Frontend Multi-Backend Data Analysis

Getting the best performance from the ever-increasing number of hardware platforms has been a recurring challenge for data processing systems. In recent years, the advent of data science with its increasingly numerous and complex types of analytics has made this challenge even more difficult. In pra...

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Veröffentlicht in:	arXiv.org 2020-04
Hauptverfasser:	Müller, Ingo, Marroquín, Renato, Koutsoukos, Dimitrios, Wawrzoniak, Mike, Sabir Akhadov, Alonso, Gustavo
Format:	Artikel
Sprache:	eng
Schlagworte:	Algorithms Cloud computing Collection Data analysis Interoperability Library collections Machine learning Operators Query languages Scientists Virtual environments
Online-Zugang:	Volltext
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