MiSA -一个帮助边缘社区的小额贷款服务系统

Y. Mahajan, D. Krishnaswamy, P. Chelliah
{"title":"MiSA -一个帮助边缘社区的小额贷款服务系统","authors":"Y. Mahajan, D. Krishnaswamy, P. Chelliah","doi":"10.1109/SusTech47890.2020.9150502","DOIUrl":null,"url":null,"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.","PeriodicalId":184112,"journal":{"name":"2020 IEEE Conference on Technologies for Sustainability (SusTech)","volume":"8 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"MiSA - A System for a Microlending Service to Assist Edge Communities\",\"authors\":\"Y. Mahajan, D. Krishnaswamy, P. Chelliah\",\"doi\":\"10.1109/SusTech47890.2020.9150502\",\"DOIUrl\":null,\"url\":null,\"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.\",\"PeriodicalId\":184112,\"journal\":{\"name\":\"2020 IEEE Conference on Technologies for Sustainability (SusTech)\",\"volume\":\"8 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2020-04-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2020 IEEE Conference on Technologies for Sustainability (SusTech)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/SusTech47890.2020.9150502\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 IEEE Conference on Technologies for Sustainability (SusTech)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/SusTech47890.2020.9150502","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

摘要

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。
MiSA - A System for a Microlending Service to Assist Edge Communities
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.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信