| Presentation | 2009-01-20 A Comparative Study of Fault-Prone Module Detection Methods : Fault-proneness Filtering and Logistic Regression Huahao LIU, Osamu MIZUNO, Tohru KIKUNO, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Prediction of fault-prone software modules has been one of the most classical and important area of software engineering so far. We have proposed a novel approach for predicting fault-prone modules using a spam filtering technique, named Fault-proneness filtering (FPF). In our approach, fault-prone modules are detected in a way that the source code modules are considered as text files and are applied to the spam filter directly. Recently, an another approach using code churn metrics has been proposed. This method is based on a logistic regression model and using metrics related to code churn (the amount of modified code between revisions). In this paper, we conduct a comparative study of fault-proneness filtering and code churn based logistic regression model using the data of an open source software development. Furthermore, we propose a method to integrate these two methods. The method is also evaluated by the same data. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Fault-prone module / text classification / logistic regression / revision history |
| Paper # | KBSE2008-47 |
| Date of Issue |
| Conference Information | |
| Committee | KBSE |
|---|---|
| Conference Date | 2009/1/12(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | |
| Vice Chair | |
| Secretary | |
| Assistant | |
| Paper Information | |
| Registration To | Knowledge-Based Software Engineering (KBSE) |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Comparative Study of Fault-Prone Module Detection Methods : Fault-proneness Filtering and Logistic Regression |
| Sub Title (in English) | |
| Keyword(1) | Fault-prone module |
| Keyword(2) | text classification |
| Keyword(3) | logistic regression |
| Keyword(4) | revision history |
| 1st Author's Name | Huahao LIU |
| 1st Author's Affiliation | Graduate School of Information Science and Technology, Osaka University() |
| 2nd Author's Name | Osamu MIZUNO |
| 2nd Author's Affiliation | Graduate School of Information Science and Technology, Osaka University |
| 3rd Author's Name | Tohru KIKUNO |
| 3rd Author's Affiliation | Graduate School of Information Science and Technology, Osaka University |
| Date | 2009-01-20 |
| Paper # | KBSE2008-47 |
| Volume (vol) | vol.108 |
| Number (no) | 384 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |