M. Buinevich, K. Izrailov, Igor Kotenko, I. Ushakov, D. Vlasov
{"title":"结合不同方法检测内部人员的方法","authors":"M. Buinevich, K. Izrailov, Igor Kotenko, I. Ushakov, D. Vlasov","doi":"10.1145/3440749.3442619","DOIUrl":null,"url":null,"abstract":"The paper deals with the problem of internal intruders (insiders) in the organization. It presents Top-7 methods of insider detection and substantiates the necessity of their joint usage. A technique to combine different methods of insider detection is proposed. A combination of methods means using the results of only one of them, union or/and intersecting it with the results of others. The technique formalization and graphic interpretation are given, as well as expressions for completeness, precision, accuracy, error and F-measure. Visualization of the third method combination is provided as an example. The results of experiments on insider detection at the real corporate network using human and machine-based methods are presented.","PeriodicalId":344578,"journal":{"name":"Proceedings of the 4th International Conference on Future Networks and Distributed Systems","volume":"48 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-11-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Approach to combining different methods for detecting insiders\",\"authors\":\"M. Buinevich, K. Izrailov, Igor Kotenko, I. Ushakov, D. Vlasov\",\"doi\":\"10.1145/3440749.3442619\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The paper deals with the problem of internal intruders (insiders) in the organization. It presents Top-7 methods of insider detection and substantiates the necessity of their joint usage. A technique to combine different methods of insider detection is proposed. A combination of methods means using the results of only one of them, union or/and intersecting it with the results of others. The technique formalization and graphic interpretation are given, as well as expressions for completeness, precision, accuracy, error and F-measure. Visualization of the third method combination is provided as an example. The results of experiments on insider detection at the real corporate network using human and machine-based methods are presented.\",\"PeriodicalId\":344578,\"journal\":{\"name\":\"Proceedings of the 4th International Conference on Future Networks and Distributed Systems\",\"volume\":\"48 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2020-11-26\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 4th International Conference on Future Networks and Distributed Systems\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/3440749.3442619\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 4th International Conference on Future Networks and Distributed Systems","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3440749.3442619","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Approach to combining different methods for detecting insiders
The paper deals with the problem of internal intruders (insiders) in the organization. It presents Top-7 methods of insider detection and substantiates the necessity of their joint usage. A technique to combine different methods of insider detection is proposed. A combination of methods means using the results of only one of them, union or/and intersecting it with the results of others. The technique formalization and graphic interpretation are given, as well as expressions for completeness, precision, accuracy, error and F-measure. Visualization of the third method combination is provided as an example. The results of experiments on insider detection at the real corporate network using human and machine-based methods are presented.