Automatic Prioritization of Requirements using Topic Modeling and Stakeholder Needs-Artifacts 


Vol. 43,  No. 2, pp. 196-203, Feb.  2016


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  Abstract

Due to the limitations of budget, resources, and time invested in a project, software requirements should be prioritized and be implemented in order of importance. Existing approaches to prioritizing requirements mostly depend on human decisions. The manual prioritization process is based on intensive interactions with the stakeholders, thus raising the issues of scalability and biased prioritization. To solve these problems, we propose a fully automated requirements prioritization approach, ToMSN (Topic Modeling Stakeholder Needs for requirements prioritization), by topic modeling the stakeholder needs-artifacts earned in the requirements elicitation phase. The requirements dataset of a 30,000-user system was utilized for the performance evaluation. ToMSN showed competitive prioritizing accuracy with existing approaches without human aids, therefore solving scalability and biased prioritization issues.


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  Cite this article

[IEEE Style]

J. Jang and J. Baik, "Automatic Prioritization of Requirements using Topic Modeling and Stakeholder Needs-Artifacts," Journal of KIISE, JOK, vol. 43, no. 2, pp. 196-203, 2016. DOI: .


[ACM Style]

Jong-In Jang and Jongmoon Baik. 2016. Automatic Prioritization of Requirements using Topic Modeling and Stakeholder Needs-Artifacts. Journal of KIISE, JOK, 43, 2, (2016), 196-203. DOI: .


[KCI Style]

장종인, 백종문, "토픽 모델링과 이해관계자 요구 산출물을 이용한 요구사항 자동 우선순위화," 한국정보과학회 논문지, 제43권, 제2호, 196~203쪽, 2016. DOI: .


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