MiSA - A System for a Microlending Service to Assist Edge Communities

Y. Mahajan, D. Krishnaswamy, P. Chelliah
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引用次数: 1

Abstract

In this paper, we propose a distributed edge+cloud system to assist with microlending services to communities, with machine learning catered to that specific community. A combination of technologies including microservices-based architecture and blockchain technology coupled with machine learning is utilized to provide microfinancing services to help sustain businesses in a local community, and to enable the community to grow into a thriving economy. To minimize the widespread expressed risk, in our prototype, the prediction of whether a loan will default or not is based on the various decision-enabling parameters and on any available information about the borrowers' past transaction as well as aggregate metrics related to the community that the borrower resides in. The authors hope that the suggested distributed edge+cloud architecture in the paper can be leveraged for other emerging sustainable edge applications as well.
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MiSA -一个帮助边缘社区的小额贷款服务系统
在本文中,我们提出了一个分布式边缘+云系统,以协助向社区提供小额贷款服务,并为特定社区提供机器学习。包括基于微服务的架构和区块链技术以及机器学习在内的技术组合用于提供小额融资服务,以帮助维持当地社区的业务,并使社区发展成为蓬勃发展的经济。为了最小化广泛表达的风险,在我们的原型中,对贷款是否违约的预测是基于各种支持决策的参数和关于借款人过去交易的任何可用信息,以及与借款人所在社区相关的汇总指标。作者希望本文中建议的分布式边缘+云架构也可以用于其他新兴的可持续边缘应用程序。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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