Mikołaj Komisarek, M. Choraś, R. Kozik, M. Pawlicki
{"title":"Real-time stream processing tool for detecting suspicious network patterns using machine learning","authors":"Mikołaj Komisarek, M. Choraś, R. Kozik, M. Pawlicki","doi":"10.1145/3407023.3409189","DOIUrl":null,"url":null,"abstract":"In this paper, the performance of stream processing and accuracy in the prediction of suspicious flows in simulated network traffic is investigated. In addition, concepts of an engine that integrates with novel solutions like the Elastic-search database and Apache Kafka that allows easy definition of streams and implementation of any machine learning algorithm are presented.","PeriodicalId":121225,"journal":{"name":"Proceedings of the 15th International Conference on Availability, Reliability and Security","volume":"16 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-08-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"8","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 15th International Conference on Availability, Reliability and Security","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3407023.3409189","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 8
Abstract
In this paper, the performance of stream processing and accuracy in the prediction of suspicious flows in simulated network traffic is investigated. In addition, concepts of an engine that integrates with novel solutions like the Elastic-search database and Apache Kafka that allows easy definition of streams and implementation of any machine learning algorithm are presented.