Title :
Relating requirements to implementation via topic analysis: Do topics extracted from requirements make sense to managers and developers?
Author :
Hindle, Adrian ; Bird, Christian ; Zimmermann, Thomas ; Nagappan, Nachiappan
Author_Institution :
Dept. of Comput. Sci., Univ. of Alberta, Edmonton, AB, Canada
Abstract :
Large organizations like Microsoft tend to rely on formal requirements documentation in order to specify and design the software products that they develop. These documents are meant to be tightly coupled with the actual implementation of the features they describe. In this paper we evaluate the value of high-level topic-based requirements traceability in the version control system, using Latent Dirichlet Allocation (LDA). We evaluate LDA topics on practitioners and check if the topics and trends extracted matches the perception that Program Managers and Developers have about the effort put into addressing certain topics. We found that effort extracted from version control that was relevant to a topic often matched the perception of the managers and developers of what occurred at the time. Furthermore we found evidence that many of the identified topics made sense to practitioners and matched their perception of what occurred. But for some topics, we found that practitioners had difficulty interpreting and labelling them. In summary, we investigate the high-level traceability of requirements topics to version control commits via topic analysis and validate with the actual stakeholders the relevance of these topics extracted from requirements.
Keywords :
configuration management; formal specification; formal verification; LDA topic; Microsoft; formal requirements documentation; high-level topic-based requirements traceability; latent Dirichlet allocation; software product; topic analysis; version control system; Conferences; Documentation; Labeling; Resource management; Software engineering; Software maintenance; latent Dirichlet allocation (LDA); requirements; requirements engineering; topics; traceability; version control;
Conference_Titel :
Software Maintenance (ICSM), 2012 28th IEEE International Conference on
Conference_Location :
Trento
Print_ISBN :
978-1-4673-2313-0
DOI :
10.1109/ICSM.2012.6405278