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Distributed Computing System on a Smart phones-Based Network

机译:基于智能手机的网络上的分布式计算系统

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The number of Smartphone users in the world is expected to pass the five billion in 2019. The major credit for this exponential growth is the competition between Smartphones manufacturing companies and increasing Internet availability in the world. Processing power considered to be one of the most important features in Smartphones and it is evolving year by year. Until now, building a distributed computing system done exclusively using PCs and other server infrastructure. In this paper we will propose a new architecture for a distributed computing system consists of a network of Smartphones and use their computation power to execute machine learning models on each Smartphone. As proof of concept, our solution will provide a stable layer to execute large data-sets using common machine learning algorithms such as Linear Regression.
机译:预计到2019年,全球智能手机用户数量将超过50亿。这一指数级增长的主要原因是智能手机制造公司之间的竞争以及全球互联网可用性的提高。处理能力被认为是智能手机最重要的功能之一,并且它每年都在发展。到目前为止,仅使用PC和其他服务器基础结构来构建分布式计算系统。在本文中,我们将为由智能手机网络组成的分布式计算系统提出一种新架构,并利用其计算能力在每个智能手机上执行机器学习模型。作为概念验证,我们的解决方案将提供一个稳定的层,以使用常见的机器学习算法(例如线性回归)来执行大型数据集。

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