N. Yadav, D. K. Saini, Akanksha Uniyal, Nidhi Yadav, Maya S. Bembde, Dharmesh Dhabliya
{"title":"Prediction of Omicron cases in India using LSTM: An advanced approach of artificial intelligence","authors":"N. Yadav, D. K. Saini, Akanksha Uniyal, Nidhi Yadav, Maya S. Bembde, Dharmesh Dhabliya","doi":"10.47974/jim-1667","DOIUrl":null,"url":null,"abstract":"Several mutants of SARS COV-2 have been reported so far, each one having different severity and infectivity rate. Omicron has enhanced resistance to host immunity and displays higher transmission. 15 of the 37 known mutations in the spike protein’s receptor-binding domain (RBD), the primary target of neutralising antibodies, are found there. An enhanced RNN, or sequential network, called a long short-term memory network, permits informatics data to endure. It is capable of resolving the RNN’s vanishing gradient issue. RNN, also referred to as a recurrent neural network, is utilized for persistent memory. “In medication, the right analysis and the perfect opportunity are the keys for effective treatment. For the current review, the gathered Past information was utilized to train the model, and afterward this trained model was utilized to test new information and afterward for utilized for the advancement of the prediction model”. The trained ML model’s presentation or approval was assessed utilizing some piece of accessible past datasets and this method known as validation process. According to findings of the current study, Indian citizens can aid their nation in the fight against Omicron by adhering to the directions and instructions provided by the Indian government. We ought to cooperate to overcome the new lethal variation of Coronavirus.","PeriodicalId":46278,"journal":{"name":"JOURNAL OF INTERDISCIPLINARY MATHEMATICS","volume":null,"pages":null},"PeriodicalIF":1.1000,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"JOURNAL OF INTERDISCIPLINARY MATHEMATICS","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.47974/jim-1667","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MATHEMATICS","Score":null,"Total":0}
引用次数: 0
Abstract
Several mutants of SARS COV-2 have been reported so far, each one having different severity and infectivity rate. Omicron has enhanced resistance to host immunity and displays higher transmission. 15 of the 37 known mutations in the spike protein’s receptor-binding domain (RBD), the primary target of neutralising antibodies, are found there. An enhanced RNN, or sequential network, called a long short-term memory network, permits informatics data to endure. It is capable of resolving the RNN’s vanishing gradient issue. RNN, also referred to as a recurrent neural network, is utilized for persistent memory. “In medication, the right analysis and the perfect opportunity are the keys for effective treatment. For the current review, the gathered Past information was utilized to train the model, and afterward this trained model was utilized to test new information and afterward for utilized for the advancement of the prediction model”. The trained ML model’s presentation or approval was assessed utilizing some piece of accessible past datasets and this method known as validation process. According to findings of the current study, Indian citizens can aid their nation in the fight against Omicron by adhering to the directions and instructions provided by the Indian government. We ought to cooperate to overcome the new lethal variation of Coronavirus.
期刊介绍:
The Journal of Interdisciplinary Mathematics (JIM) is a world leading journal publishing high quality, rigorously peer-reviewed original research in mathematical applications to different disciplines, and to the methodological and theoretical role of mathematics in underpinning all scientific disciplines. The scope is intentionally broad, but papers must make a novel contribution to the fields covered in order to be considered for publication. Topics include, but are not limited, to the following: • Interface of Mathematics with other Disciplines • Theoretical Role of Mathematics • Methodological Role of Mathematics • Interface of Statistics with other Disciplines • Cognitive Sciences • Applications of Mathematics • Industrial Mathematics • Dynamical Systems • Mathematical Biology • Fuzzy Mathematics The journal considers original research articles, survey articles, and book reviews for publication. Responses to articles and correspondence will also be considered at the Editor-in-Chief’s discretion. Special issue proposals in cutting-edge and timely areas of research in interdisciplinary mathematical research are encouraged – please contact the Editor-in-Chief in the first instance.