مؤتمر
Development emails content analyzer: intention mining in developer discussions
| العنوان: | Development emails content analyzer: intention mining in developer discussions |
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| المؤلفون: | Di Sorbo, Andrea, Panichella, Sebastiano, Visaggio, Corrado Aaron, Di Penta, Massimiliano, Canfora, Gerardo, Gall, Harald C |
| المصدر: | Di Sorbo, Andrea; Panichella, Sebastiano; Visaggio, Corrado Aaron; Di Penta, Massimiliano; Canfora, Gerardo; Gall, Harald C (2015). Development emails content analyzer: intention mining in developer discussions. In: IEEE/ACM International Conference on Automated Software Engineering, Lincoln, Nebraska, USA, 9 November 2015 - 13 November 2015, s.n. |
| سنة النشر: | 2015 |
| المجموعة: | University of Zurich (UZH): ZORA (Zurich Open Repository and Archive |
| مصطلحات موضوعية: | Department of Informatics, 000 Computer science, knowledge & systems |
| الوصف: | Written development communication (e.g. mailing lists, issue trackers) constitutes a precious source of information to build recommenders for software engineers, for example aimed at suggesting experts, or at redocumenting existing source code. In this paper we propose a novel, semi-supervised approach named DECA (Development Emails Content Analyzer) that uses Natural Language Parsing to classify the content of development emails according to their purpose (e.g. feature request, opinion asking, problem discovery, solution proposal, information giving etc), identifying email elements that can be used for specific tasks. A study based on data from Qt and Ubuntu, highlights a high precision (90%) and recall (70%) of DECA in classifying email content, outperforming traditional machine learning strategies. Moreover, we successfully used DECA for re-documenting source code of Eclipse and Lucene, improving the recall, while keeping high precision, of a previous approach based on ad-hoc heuristics. |
| نوع الوثيقة: | conference object |
| وصف الملف: | application/pdf |
| اللغة: | English |
| العلاقة: | https://www.zora.uzh.ch/id/eprint/113426/1/C18.pdfTest |
| DOI: | 10.5167/uzh-113426 |
| DOI: | 10.1109/ASE.2015.12 |
| الإتاحة: | https://doi.org/10.5167/uzh-113426Test https://doi.org/10.1109/ASE.2015.12Test https://www.zora.uzh.ch/id/eprint/113426Test/ https://www.zora.uzh.ch/id/eprint/113426/1/C18.pdfTest http://ase2015.unl.eduTest/ |
| حقوق: | info:eu-repo/semantics/openAccess |
| رقم الانضمام: | edsbas.9505D21 |
| قاعدة البيانات: | BASE |
| DOI: | 10.5167/uzh-113426 |
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