TY - GEN
T1 - Improved searchability of bug reports using content-based labeling with machine learning of sentences
AU - Noyori, Yuki
AU - Washizaki, Hironori
AU - Fukazawa, Yoshiaki
AU - Kanuka, Hideyuki
AU - Ooshima, Keishi
AU - Tsuchiya, Ryosuke
N1 - Publisher Copyright:
© Springer Nature Switzerland AG 2019.
PY - 2019
Y1 - 2019
N2 - Most stakeholders refer to past bug reports when they encounter a problem since bug reports contain useful information. However, searching for specific content is difficult because there are many bug reports. The desired content depends on the viewpoint of the stakeholder. A full text search includes unwanted content, which is costly. Although this problem has been previously noted, a solution has yet to be proposed. Herein we propose Content-based Labeling Method as a solution. This method organizes information in a bug report by labeling each sentence based on its contents, allowing stakeholders’ viewpoints to be considered. We evaluate the improvement in searchability. The Content-based Labeling Method improves the searchability according to the F-measure and precision of the experimental results.
AB - Most stakeholders refer to past bug reports when they encounter a problem since bug reports contain useful information. However, searching for specific content is difficult because there are many bug reports. The desired content depends on the viewpoint of the stakeholder. A full text search includes unwanted content, which is costly. Although this problem has been previously noted, a solution has yet to be proposed. Herein we propose Content-based Labeling Method as a solution. This method organizes information in a bug report by labeling each sentence based on its contents, allowing stakeholders’ viewpoints to be considered. We evaluate the improvement in searchability. The Content-based Labeling Method improves the searchability according to the F-measure and precision of the experimental results.
KW - Bug report
KW - Labeling
KW - Machine learning
KW - Searchability
UR - http://www.scopus.com/inward/record.url?scp=85051822979&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85051822979&partnerID=8YFLogxK
U2 - 10.1007/978-3-319-97679-2_8
DO - 10.1007/978-3-319-97679-2_8
M3 - Conference contribution
AN - SCOPUS:85051822979
SN - 9783319976785
T3 - Smart Innovation, Systems and Technologies
SP - 75
EP - 85
BT - Knowledge-Based Software Engineering
A2 - Kumeno, Fumihiro
A2 - Oikonomou, Konstantinos
A2 - Virvou, Maria
PB - Springer Science and Business Media Deutschland GmbH
T2 - 12th Joint Conference on Knowledge-Based Software Engineering, JCKBSE 2018
Y2 - 27 August 2018 through 30 August 2018
ER -