{"title":"Forecasting of COVID-19 Cases in India: A Predictive Study","authors":"P. Sharma, Tanu Sharma, K. Veer","doi":"10.2174/1573395516999201112092152","DOIUrl":null,"url":null,"abstract":"\n\nAn outbreak of new coronavirus (COVID-19) originated by SARS-CoV has reached\n212 countries throughout the world. India is the second-highest populated country, so it is critical\nto forecasting the confirmed cases and deaths due to pandemic. To fulfil the purpose, three machine\nlearning models Linear Regression, Multilayer Perceptron, and Sequential Minimal Optimization\nRegression are used. The predictive data of three geographic regions (India, Maharashtra, and\nTamil Nadu) are compared with the data considered to be adequate in practice. The analysis concluded\nthat Sequential Minimal Optimization Regression can be adopted for possible pandemic predictions\nsuch as COVID-19.\n","PeriodicalId":35403,"journal":{"name":"Current Immunology Reviews","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2020-11-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Current Immunology Reviews","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.2174/1573395516999201112092152","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"Medicine","Score":null,"Total":0}
引用次数: 0
Abstract
An outbreak of new coronavirus (COVID-19) originated by SARS-CoV has reached
212 countries throughout the world. India is the second-highest populated country, so it is critical
to forecasting the confirmed cases and deaths due to pandemic. To fulfil the purpose, three machine
learning models Linear Regression, Multilayer Perceptron, and Sequential Minimal Optimization
Regression are used. The predictive data of three geographic regions (India, Maharashtra, and
Tamil Nadu) are compared with the data considered to be adequate in practice. The analysis concluded
that Sequential Minimal Optimization Regression can be adopted for possible pandemic predictions
such as COVID-19.
期刊介绍:
Current Immunology Reviews publishes frontier reviews on all the latest advances in clinical immunology. The journal"s aim is to publish the highest quality review articles dedicated to clinical research in the field. The journal is essential reading for all researchers and clinicians in clinical immunology.