{"title":"Logistic Regression for Enhancing Scalability of Blockchain System","authors":"Manjula K Pawar , Prakashgoud Patil","doi":"10.1016/j.procs.2024.12.016","DOIUrl":null,"url":null,"abstract":"<div><div>Blockchain is a cutting-edge technology widely recognized for its applications to industry, business, and sustainable development goals. Its key features include tamper-proofing, decentralization, immutability, transparency, and security. Despite its numerous advantages, Challenges such as privacy and scalability persist. Scalability, is measured with respect to throughput, capacity, and latency, which are remains a crucial aspect of its functionality. The latency includes the timestamp of block inclusion in the blockchain. The proposed methodology suggests using a logistic regression method to enhance the scalability of a blockchain system. The suggested methodology involves analyzing the performance of logistic regression, resulting in higher transactions per second and lower latency time which is measured in milliseconds.</div></div>","PeriodicalId":20465,"journal":{"name":"Procedia Computer Science","volume":"252 ","pages":"Pages 146-153"},"PeriodicalIF":0.0000,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Procedia Computer Science","FirstCategoryId":"1085","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1877050924034483","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
Blockchain is a cutting-edge technology widely recognized for its applications to industry, business, and sustainable development goals. Its key features include tamper-proofing, decentralization, immutability, transparency, and security. Despite its numerous advantages, Challenges such as privacy and scalability persist. Scalability, is measured with respect to throughput, capacity, and latency, which are remains a crucial aspect of its functionality. The latency includes the timestamp of block inclusion in the blockchain. The proposed methodology suggests using a logistic regression method to enhance the scalability of a blockchain system. The suggested methodology involves analyzing the performance of logistic regression, resulting in higher transactions per second and lower latency time which is measured in milliseconds.