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| K. Nishiura, E. Choi, E. Choi, and O. Mizuno, "Two Improving Approaches for Faulty Interaction Localization Using Logistic Regression Analysis," Software Quality Journal, May 2024. | |
| ID | 946 |
| 分類 | 学術論文誌(査読付) |
| タグ | analysis approaches faulty improving interaction localization logistic regression two |
| 表題 (title) |
Two Improving Approaches for Faulty Interaction Localization Using Logistic Regression Analysis |
| 表題 (英文) |
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| 著者名 (author) |
Kinari Nishiura,Eun-Hye Choi,Eunjong Choi,Osamu Mizuno |
| 英文著者名 (author) |
Kinari Nishiura,Eun-Hye Choi,Eunjong Choi,Osamu Mizuno |
| キー (key) |
Kinari Nishiura,Eun-Hye Choi,Eunjong Choi,Osamu Mizuno |
| 定期刊行物名 (journal) |
Software Quality Journal |
| 定期刊行物名 (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) |
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| 刊行月 (month) |
5 |
| 出版年 (year) |
2024 |
| Impact Factor (JCR) |
1.9 (2022) |
| URL |
https://doi.org/10.1007/s11219-024-09677-1 |
| 付加情報 (note) |
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| 注釈 (annote) |
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| 内容梗概 (abstract) |
Faulty Interaction Localization (FIL) is a process to identify which combination of input parameter values induced test failures in combinatorial testing. An accurate and fast FIL provides helpful information to fix defects causing the test failure. One type of conventional FIL approach, which analyzes test results of whole test cases and estimates the suspiciousness of each combination, has two main concerns; (1) the accuracy is not enough, (2) the huge time cost is sometimes needed. In this paper, we propose two novel approaches to improve those concerns. FROGa attempts to estimate suspiciousness more accurately using logistic regression analysis. FROGb attempts to estimate failure-inducing combinations at high speed by estimating the subsets of them using logistic regression analysis and exploring just their supersets. Through evaluation experiments using a large number of artificial test results based on several real software systems, we observed that FROGa has very high accuracy, and FROGb can drastically reduce time cost for targets that have been difficult to complete by the conventional method. |
| 論文電子ファイル | open access (application/pdf) [一般閲覧可] |
| BiBTeXエントリ |
@article{id946,
title = {Two Improving Approaches for Faulty Interaction Localization using Logistic Regression Analysis},
author = {Kinari Nishiura and Eun-Hye Choi and Eunjong Choi and Osamu Mizuno},
journal = {Software Quality Journal},
month = {5},
year = {2024},
impactfactor = {1.9 (2022)},
}
|