Phuong Cao, Key-whan Chung, Z. Kalbarczyk, R. Iyer, A. Slagell
{"title":"Preemptive intrusion detection","authors":"Phuong Cao, Key-whan Chung, Z. Kalbarczyk, R. Iyer, A. Slagell","doi":"10.1145/2600176.2600197","DOIUrl":null,"url":null,"abstract":"This paper presents a system named SPOT to achieve high accuracy and preemptive detection of attacks. We use security logs of real-incidents that occurred over a six-year period at National Center for Supercomputing Applications (NCSA) to evaluate SPOT. Our data consists of attacks that led directly to the target system being compromised, i.e., not detected in advance, either by the security analysts or by intrusion detection systems. Our approach can detect 75 percent of attacks as early as minutes to tens of hours before attack payloads are executed.","PeriodicalId":193860,"journal":{"name":"Symposium and Bootcamp on the Science of Security","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2014-04-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"6","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Symposium and Bootcamp on the Science of Security","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/2600176.2600197","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 6
Abstract
This paper presents a system named SPOT to achieve high accuracy and preemptive detection of attacks. We use security logs of real-incidents that occurred over a six-year period at National Center for Supercomputing Applications (NCSA) to evaluate SPOT. Our data consists of attacks that led directly to the target system being compromised, i.e., not detected in advance, either by the security analysts or by intrusion detection systems. Our approach can detect 75 percent of attacks as early as minutes to tens of hours before attack payloads are executed.