| Tweet | |
| 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. |
| 論文電子ファイル | 利用できません． |
| 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},
}
|