Health Insurance Cost Prediction using Machine Learning Algorithms

Ramya D, Manigandan S. K, Deepa J
{"title":"Health Insurance Cost Prediction using Machine Learning Algorithms","authors":"Ramya D, Manigandan S. K, Deepa J","doi":"10.1109/ICECAA55415.2022.9936153","DOIUrl":null,"url":null,"abstract":"Insurance is the policy people buy to preserve themselves from losing money if something awful happens to them or their belongings. Insurance can be provided to the individuals for their health, car, education, business, home etc. Among them, health insurance plays the vital role as humans are prone to many deadly diseases and accidents nowadays. The cost of medical treatment is unbelievable and unbearable. In this study, health insurance cost is predicted by Machine Learning algorithms such as Multinomial Logistic Regression and Random Forest. Comparing the performance measures of the algorithms, gives the better way to understand and also gives the determination about the best algorithm to be used for cost prediction.","PeriodicalId":273850,"journal":{"name":"2022 International Conference on Edge Computing and Applications (ICECAA)","volume":"124 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-10-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 International Conference on Edge Computing and Applications (ICECAA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICECAA55415.2022.9936153","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 4

Abstract

Insurance is the policy people buy to preserve themselves from losing money if something awful happens to them or their belongings. Insurance can be provided to the individuals for their health, car, education, business, home etc. Among them, health insurance plays the vital role as humans are prone to many deadly diseases and accidents nowadays. The cost of medical treatment is unbelievable and unbearable. In this study, health insurance cost is predicted by Machine Learning algorithms such as Multinomial Logistic Regression and Random Forest. Comparing the performance measures of the algorithms, gives the better way to understand and also gives the determination about the best algorithm to be used for cost prediction.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
使用机器学习算法进行医疗保险成本预测
保险是人们购买的政策,以保护自己免受损失,如果可怕的事情发生在他们或他们的财产。可以为个人的健康、汽车、教育、商业、家庭等提供保险。其中,健康保险起着至关重要的作用,因为人类容易发生许多致命的疾病和事故。医疗费用令人难以置信,难以承受。在本研究中,医疗保险费用的预测是由机器学习算法,如多项式逻辑回归和随机森林。比较了各种算法的性能指标,给出了更好的理解方法,也给出了用于成本预测的最佳算法的确定。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Identification of IT Tickets and Bugs using Text-Supervised Pedagogical Approaches Application of Computer CAD Software Optimization in the Manufacture of Mechanical Reducer Considering Artificial Intelligence Auxiliary Decision-Making System for College Curriculum Construction based on Big Data Technology Pest Identification and Control using Deep Learning and Augmented Reality Internet of Things-based Personal Private Server Computing
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1