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| S. Amasaki, Y. Takagi, O. Mizuno, and T. Kikuno, "A Bayesian Belief Network for Assessing the Likelihood of Fault Content," In Proc. of 14th International Symposium on Software Reliability Engineering (ISSRE2003), pp. 215-226, November 2003. | |
| ID | 408 |
| 分類 | 国際会議(査読付) |
| タグ | assessing bayesian belief content fault likelihood network major-mizuno |
| 表題 (title) |
A Bayesian Belief Network for Assessing the Likelihood of Fault Content |
| 表題 (英文) |
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| 著者名 (author) |
Sousuke Amasaki,Yasunari Takagi,Osamu Mizuno,Tohru Kikuno |
| 英文著者名 (author) |
Sousuke Amasaki,Yasunari Takagi,Osamu Mizuno,Tohru Kikuno |
| 編者名 (editor) |
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| 編者名 (英文) |
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| キー (key) |
Sousuke Amasaki,Yasunari Takagi,Osamu Mizuno,Tohru Kikuno |
| 書籍・会議録表題 (booktitle) |
Proc. of 14th International Symposium on Software Reliability Engineering (ISSRE2003) |
| 書籍・会議録表題(英文) |
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| 巻数 (volume) |
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| 号数 (number) |
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| ページ範囲 (pages) |
215-226 |
| 組織名 (organization) |
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| 出版元 (publisher) |
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| 出版元 (英文) |
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| 出版社住所 (address) |
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| 刊行月 (month) |
11 |
| 出版年 (year) |
2003 |
| 採択率 (acceptance) |
20%, 41/200 |
| URL |
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| 付加情報 (note) |
Denver, CO, USA |
| 注釈 (annote) |
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| 内容梗概 (abstract) |
To predict software quality, we must consider various factors
because software development consists of various activities, which the software reliability growth model (SRGM) does not consider. In this paper, we propose a model to predict the final quality of a software product by using the Bayesian belief network (BBN) model. By using the BBN, we can construct a prediction model that focuses on the structure of the software development process explicitly representing complex relationships between metrics, and handling uncertain metrics, such as residual faults in the software products. In order to evaluate the constructed model, we perform an empirical experiment based on the metrics data collected from development projects in a certain company. As a result of the empirical evaluation, we confirm that the proposed model can predict the amount of residual faults that the SRGM cannot handle. |
| 論文電子ファイル | draft (application/pdf) [一般閲覧可] |
| BiBTeXエントリ |
@inproceedings{id408,
title = {A Bayesian Belief Network for Assessing the Likelihood of Fault Content},
author = {Sousuke Amasaki and Yasunari Takagi and Osamu Mizuno and Tohru Kikuno},
booktitle = {Proc. of 14th International Symposium on Software Reliability Engineering (ISSRE2003)},
pages = {215-226},
month = {11},
year = {2003},
acceptance = {20\%, 41/200},
note = {Denver, CO, USA},
}
|