S. Janković, D. Mladenović, Snezana Mladenovic, S. Zdravković
{"title":"Traffic Flow Prediction Using Machine Learning","authors":"S. Janković, D. Mladenović, Snezana Mladenovic, S. Zdravković","doi":"10.20544/tts2021.1.1.21.p46","DOIUrl":null,"url":null,"abstract":"Abstract –The main objective of this research was to define and verify the methodology of predicting the volume and structure of traffic flows, based on the building and application of a supervised machine learning models. The proposed methodology was applied in the case study of the prediction of traffic flows on selected routes in the Republic of Serbia. Keywords – Machine learning, Big data analytics, Traffic flow","PeriodicalId":384495,"journal":{"name":"Third International Conference “Transport for Today’s Society “","volume":"227 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Third International Conference “Transport for Today’s Society “","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.20544/tts2021.1.1.21.p46","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
Abstract –The main objective of this research was to define and verify the methodology of predicting the volume and structure of traffic flows, based on the building and application of a supervised machine learning models. The proposed methodology was applied in the case study of the prediction of traffic flows on selected routes in the Republic of Serbia. Keywords – Machine learning, Big data analytics, Traffic flow