Foyzur Rahman, Daryl Posnett, Abram Hindle, Earl T. Barr, Premkumar T. Devanbu
{"title":"BugCache for inspections: hit or miss?","authors":"Foyzur Rahman, Daryl Posnett, Abram Hindle, Earl T. Barr, Premkumar T. Devanbu","doi":"10.1145/2025113.2025157","DOIUrl":null,"url":null,"abstract":"Inspection is a highly effective but costly technique for quality control. Most companies do not have the resources to inspect all the code; thus accurate defect prediction can help focus available inspection resources. BugCache is a simple, elegant, award-winning prediction scheme that \"caches\" files that are likely to contain defects [12]. In this paper, we evaluate the utility of BugCache as a tool for focusing inspection, we examine the assumptions underlying BugCache with the aim of improving it, and finally we compare it with a simple, standard bug-prediction technique. We find that BugCache is, in fact, useful for focusing inspection effort; but surprisingly, we find that its performance, when used for inspections, is not much better than a naive prediction model -- viz., a model that orders files in the system by their count of closed bugs and chooses enough files to capture 20% of the lines in the system.","PeriodicalId":184518,"journal":{"name":"ESEC/FSE '11","volume":"9 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2011-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"117","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"ESEC/FSE '11","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/2025113.2025157","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 117
Abstract
Inspection is a highly effective but costly technique for quality control. Most companies do not have the resources to inspect all the code; thus accurate defect prediction can help focus available inspection resources. BugCache is a simple, elegant, award-winning prediction scheme that "caches" files that are likely to contain defects [12]. In this paper, we evaluate the utility of BugCache as a tool for focusing inspection, we examine the assumptions underlying BugCache with the aim of improving it, and finally we compare it with a simple, standard bug-prediction technique. We find that BugCache is, in fact, useful for focusing inspection effort; but surprisingly, we find that its performance, when used for inspections, is not much better than a naive prediction model -- viz., a model that orders files in the system by their count of closed bugs and chooses enough files to capture 20% of the lines in the system.