SEL@KIT: O. Mizuno and T. Kikuno, Prediction of Fault-Prone Software Modules Using a Generic Text Discriminator, April 2008.
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O. Mizuno and T. Kikuno, "Prediction of Fault-Prone Software Modules Using a Generic Text Discriminator," IEICE Trans. on Information and Systems, E91-D(4), pp. 888-896, April 2008.
ID 524
分類 学術論文誌(査読付)
タグ discriminator fault-prone generic modules prediction software text major-mizuno
表題 (title) Prediction of Fault-Prone Software Modules Using a Generic Text Discriminator
表題 (英文)
著者名 (author) Osamu Mizuno,Tohru Kikuno
英文著者名 (author) Osamu Mizuno,Tohru Kikuno
キー (key) Osamu Mizuno,Tohru Kikuno
定期刊行物名 (journal) IEICE Trans. on Information and Systems
定期刊行物名 (英文)
巻数 (volume) E91-D
号数 (number) 4
ページ範囲 (pages) 888-896
刊行月 (month) 4
出版年 (year) 2008
Impact Factor (JCR) 0.369 (2008)
URL http://www.ieice.org/jpn/trans_online/index.html
付加情報 (note)
注釈 (annote) (C) 2008, IEICE.
内容梗概 (abstract) This paper describes a novel approach for detecting fault-prone modules using a spam filtering
technique. Fault-prone module detection in source code is important for the assurance of software
quality. Most previous fault-prone detection approaches have been based on using software metrics.
Such approaches, however, have difficulties in collecting the metrics and constructing mathematical
models based on the metrics. Because of the increase in the need for spam e-mail detection, the
spam filtering technique has progressed as a convenient and effective technique for text mining. In
our approach, fault-prone modules are detected in such a way that the source code modules are
considered text files and are applied to the spam filter directly. To show the applicability of our
approach, we conducted experimental applications using source code repositories of Java based open
source developments. The result of experiments shows that our approach can correctly predict 78% of
actual fault-prone modules as fault-prone.






論文電子ファイル published (application/pdf) [一般閲覧可]
BiBTeXエントリ
@article{id524,
         title = {Prediction of Fault-Prone Software Modules Using a Generic Text Discriminator},
        author = {Osamu Mizuno and Tohru Kikuno},
       journal = {IEICE Trans. on Information and Systems},
        volume = {E91-D},
        number = {4},
         pages = {888-896},
         month = {4},
          year = {2008},
    impactfactor = {0.369 (2008)},
        annote = {(C) 2008, IEICE.},
}
  

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