D. Ageyev, T. Radivilova, Oleg Bondarenko, Othman Mohammed
{"title":"分布式信息通信网络流量异常检测的数据集选择","authors":"D. Ageyev, T. Radivilova, Oleg Bondarenko, Othman Mohammed","doi":"10.1109/PICST54195.2021.9772239","DOIUrl":null,"url":null,"abstract":"Labeled datasets are needed to train and estimate anomaly-based intrusion detection systems. Given paper offer a datasets survey for intrusion detection systems on basis of flow-based and packet-based network data. The dataset plays an significant role for intrusion detection systems, so given paper propose brief description of several most-known datasets and offer a datasets classification to such categories as network traffic-based dataset, internet traffic-based dataset, virtual private network-based dataset, and IoT traffic-based dataset.","PeriodicalId":391592,"journal":{"name":"2021 IEEE 8th International Conference on Problems of Infocommunications, Science and Technology (PIC S&T)","volume":"71 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-10-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Data Sets Selection for Distributed Infocommunication Networks Traffic Abnormality Detection\",\"authors\":\"D. Ageyev, T. Radivilova, Oleg Bondarenko, Othman Mohammed\",\"doi\":\"10.1109/PICST54195.2021.9772239\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Labeled datasets are needed to train and estimate anomaly-based intrusion detection systems. Given paper offer a datasets survey for intrusion detection systems on basis of flow-based and packet-based network data. The dataset plays an significant role for intrusion detection systems, so given paper propose brief description of several most-known datasets and offer a datasets classification to such categories as network traffic-based dataset, internet traffic-based dataset, virtual private network-based dataset, and IoT traffic-based dataset.\",\"PeriodicalId\":391592,\"journal\":{\"name\":\"2021 IEEE 8th International Conference on Problems of Infocommunications, Science and Technology (PIC S&T)\",\"volume\":\"71 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-10-05\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 IEEE 8th International Conference on Problems of Infocommunications, Science and Technology (PIC S&T)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/PICST54195.2021.9772239\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 IEEE 8th International Conference on Problems of Infocommunications, Science and Technology (PIC S&T)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/PICST54195.2021.9772239","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Data Sets Selection for Distributed Infocommunication Networks Traffic Abnormality Detection
Labeled datasets are needed to train and estimate anomaly-based intrusion detection systems. Given paper offer a datasets survey for intrusion detection systems on basis of flow-based and packet-based network data. The dataset plays an significant role for intrusion detection systems, so given paper propose brief description of several most-known datasets and offer a datasets classification to such categories as network traffic-based dataset, internet traffic-based dataset, virtual private network-based dataset, and IoT traffic-based dataset.