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@inproceedings{1350029, author = {Dedík, Václav and Rossi, Bruno}, address = {Not specified}, booktitle = {42nd Euromicro Conference on Software Engineering and Advanced Applications (SEAA) 2016}, doi = {http://dx.doi.org/10.1109/SEAA.2016.20}, keywords = {Software Bug Triaging; Bug Reports; Bug Assignment;Machine Learning; Text Classification; Industrial Scale}, howpublished = {elektronická verze "online"}, language = {eng}, location = {Not specified}, isbn = {978-1-5090-2819-1}, pages = {363-367}, publisher = {IEEE}, title = {Automated Bug Triaging in an Industrial Context}, year = {2016} }
TY - JOUR ID - 1350029 AU - Dedík, Václav - Rossi, Bruno PY - 2016 TI - Automated Bug Triaging in an Industrial Context PB - IEEE CY - Not specified SN - 9781509028191 KW - Software Bug Triaging KW - Bug Reports KW - Bug Assignment;Machine Learning KW - Text Classification KW - Industrial Scale N2 - There is an increasing need to introduce some form of automation within the bug triaging process, so that no time is wasted on the initial assignment of issues. However, there is a gap in current research, as most of the studies deal with open source projects, ignoring the industrial context and needs. In this paper, we report our experience in dealing with the automation of the bug triaging process within a research-industry cooperation. After reporting the requirements and needs that were set within the industrial project, we compare the analysis results with those from an open source project used frequently in related research (Firefox). In spite of the fact that the projects have different size and development process, the data distributions are similar and the best models as well. We found out that more easily configurable models (such as SVM+TF–IDF) are preferred, and that top-x recommendations, number of issues per developers, and online learning can all be relevant factors when dealing with an industrial collaboration. ER -
DEDÍK, Václav and Bruno ROSSI. Automated Bug Triaging in an Industrial Context. Online. In \textit{42nd Euromicro Conference on Software Engineering and Advanced Applications (SEAA) 2016}. Not specified: IEEE, 2016, p.~363-367. ISBN~978-1-5090-2819-1. Available from: https://dx.doi.org/10.1109/SEAA.2016.20.
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