SEL@KIT: T. Yagi, O. Mizuno, and T. Kikuno, Analysing Effect of Pre-Training in Fault-Prone Prediction Using Spam Filter, November 2007.
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T. Yagi, O. Mizuno, and T. Kikuno, "Analysing Effect of Pre-Training in Fault-Prone Prediction Using Spam Filter," In Proc. of 18th International Symposium on Software Reliability Engineering (ISSRE2007), Supplemental proceedings, CD-ROM, November 2007.
ID 515
分類 国際会議(査読付)
タグ analysing effect fault-prone filter pre-training prediction spam
表題 (title) Analysing Effect of Pre-Training in Fault-Prone Prediction Using Spam Filter
表題 (英文)
著者名 (author) Takayasu Yagi,Osamu Mizuno,Tohru Kikuno
英文著者名 (author) Takayasu Yagi,Osamu Mizuno,Tohru Kikuno
編者名 (editor)
編者名 (英文)
キー (key) Takayasu Yagi,Osamu Mizuno,Tohru Kikuno
書籍・会議録表題 (booktitle) Proc. of 18th International Symposium on Software Reliability Engineering (ISSRE2007), Supplemental proceedings
書籍・会議録表題(英文)
巻数 (volume)
号数 (number)
ページ範囲 (pages) CD-ROM
組織名 (organization)
出版元 (publisher)
出版元 (英文)
出版社住所 (address)
刊行月 (month) 11
出版年 (year) 2007
採択率 (acceptance)
URL
付加情報 (note) Trollhattan, Sweden
注釈 (annote)
内容梗概 (abstract) We have proposed a new fault-prone prediction ap- proach, named “Fault-Prone Filtering [1],” using spam fil- tering technique. In the proposed approach, we predict fault-proneness by applying spam filter to raw source code modules. As for the training procedure of spam filtering, Training Only Errors(TOE) approach is widely used. In TOE, e-mail messages are classified in arrival order, and if misclassification happens with a message, it is trained to the corpus. We have reported that this procedure also works fine in the fault-prone filtering [1].
However, we perceived a problem that the accuracy of prediction is unstable and low at an early stage of TOE. It is necessary to keep high accuracy in order to adopt our model to software development. We thus try to reuse pre- trainied courpuses of previous similar project for a new project to improve the accuracy at an early stage of TOE.
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BiBTeXエントリ
@inproceedings{id515,
         title = {Analysing Effect of Pre-Training in Fault-Prone Prediction using Spam Filter},
        author = {Takayasu Yagi and Osamu Mizuno and Tohru Kikuno},
     booktitle = {Proc. of 18th International Symposium on Software Reliability Engineering (ISSRE2007), Supplemental proceedings},
         pages = {CD-ROM},
         month = {11},
          year = {2007},
          note = {Trollhattan, Sweden},
}
  

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