Can quantitative finance benefit from IoT?

P. Zhang, Xiang Shi, S. Khan
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引用次数: 3

Abstract

The Internet of Things (IoT) is a novel paradigm that communicates information among smart devices that are connected to the Internet. In this context, such devices would leverage our understanding and capabilities of big data, deep analysis and artificial intelligence to solve problems in real-time. The IoT paradigm has successfully benefited many applications in the social sciences and industries. However, in the rise of IoT, there is at least one question that has been left unanswered: Can Quantitative Finance (QF) benefit from IoT? The QF is a field that extends sophisticated mathematical models and utilizes advanced computer techniques to link with global finance markets. By taking market and social information as input, a QF model can derive profitable insights and control the risk to make trading decisions. Today, many Internet-based techniques are extensively employed in the field as: (a) market and social data is provided via Internet; (b) big data infrastructures are built in the Cloud; and (c) deep learning tools are accessible in Internet. Even trading models and strategies could be exerted through Internet. In this paper, we will provide an overview of challenges and opportunities presented by this new paradigm in the QF industry. To unlock the potential of IoT, a system architecture, termed QuantCloud, is proposed for modern quantitative trading firms in the field.
量化金融能从物联网中受益吗?
物联网(IoT)是一种在连接到互联网的智能设备之间进行信息通信的新范式。在这种情况下,这些设备将利用我们对大数据、深度分析和人工智能的理解和能力,实时解决问题。物联网范式已经成功地使社会科学和工业中的许多应用受益。然而,随着物联网的兴起,至少有一个问题没有得到回答:量化金融(QF)能否从物联网中受益?QF是一个扩展复杂数学模型并利用先进计算机技术与全球金融市场联系的领域。通过将市场和社会信息作为输入,QF模型可以获得有利可图的见解并控制风险以做出交易决策。今天,许多基于互联网的技术被广泛应用于该领域,因为:(a)市场和社会数据是通过互联网提供的;(b)云上构建大数据基础设施;(c)深度学习工具可在互联网上访问。甚至交易模式和策略也可以通过互联网来发挥作用。在本文中,我们将概述这种新模式在QF行业中所带来的挑战和机遇。为了释放物联网的潜力,提出了一种名为QuantCloud的系统架构,用于该领域的现代定量交易公司。
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