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NLP in Requirements Processing: A Content Analysis Based Systematic Literature Mapping
dc.contributor.author | Manrique-Losada B | |
dc.contributor.author | Moreira F | |
dc.contributor.author | Cadavid E.J. | |
dc.date.accessioned | 2024-07-31T21:07:02Z | |
dc.date.available | 2024-07-31T21:07:02Z | |
dc.date.created | 2024 | |
dc.identifier.isbn | 9783031603273 | |
dc.identifier.issn | 23673370 | |
dc.identifier.uri | http://hdl.handle.net/11407/8453 | |
dc.description | As a result of the evolution of agile methodologies in the software development industry, there are currently various applications of Natural Language Processing techniques, models, and tools to classify, extract, and analyze documents within the stages of the software development process. However, their utility has been relatively unexplored in relation to the processing of user stories, such as the most widely used technique for capturing and specifying requirements in the last decade. This article presents a content analysis based on a systematic literature mapping on the application of natural language processing in user stories, following Petersen’s methodological proposal. The search methodology is based on obtaining relevant articles from Dimensions, ScienceDirect, IEEE, and Scopus. Initially, 483 articles published between 2018 and 2022 were identified, and inclusion and exclusion criteria were applied, filtering down to 125 articles for review. Finally, a quality assessment was conducted, resulting in 57 articles relevant. Analyzing these primary studies, findings are identified, and current/future lines of work are proposed as contributions to this field of knowledge. © The Author(s), under exclusive license to Springer Nature Switzerland AG 2024. | |
dc.language.iso | eng | |
dc.publisher | Springer Science and Business Media Deutschland GmbH | |
dc.relation.isversionof | https://www.scopus.com/inward/record.uri?eid=2-s2.0-85194278531&doi=10.1007%2f978-3-031-60328-0_24&partnerID=40&md5=eed8f75ed68bb37182779d908cb09902 | |
dc.source | Lecture Notes in Networks and Systems | |
dc.source | Lect. Notes Networks Syst. | |
dc.source | Scopus | |
dc.subject | Natural Language Processing | eng |
dc.subject | Software requirements | eng |
dc.subject | User stories | eng |
dc.subject | Application programs | eng |
dc.subject | Natural language processing systems | eng |
dc.subject | Requirements engineering | eng |
dc.subject | Software design | eng |
dc.subject | Agile Methodologies | eng |
dc.subject | Content analysis | eng |
dc.subject | Development industry | eng |
dc.subject | Language processing | eng |
dc.subject | Language processing techniques | eng |
dc.subject | Natural language processing | eng |
dc.subject | Natural languages | eng |
dc.subject | Processing model | eng |
dc.subject | Software requirements | eng |
dc.subject | User stories | eng |
dc.subject | Mapping | eng |
dc.title | NLP in Requirements Processing: A Content Analysis Based Systematic Literature Mapping | eng |
dc.type | conference paper | |
dc.rights.accessrights | info:eu-repo/semantics/restrictedAccess | |
dc.publisher.program | Ingeniería de Sistemas | spa |
dc.type.spa | Documento de conferencia | |
dc.identifier.doi | 10.1007/978-3-031-60328-0_24 | |
dc.relation.citationvolume | 990 LNNS | |
dc.relation.citationstartpage | 251 | |
dc.relation.citationendpage | 260 | |
dc.publisher.faculty | Facultad de Ingenierías | spa |
dc.affiliation | Manrique-Losada, B., University of Medellín, ANT, Medellín, Colombia | |
dc.affiliation | Moreira, F., Portucalense University, PT, Porto, Portugal | |
dc.affiliation | Cadavid, E.J., University of Medellín, ANT, Medellín, Colombia | |
dc.relation.references | Gil Leiva, I., Rodríguez Muñoz, J., El procesamiento del lenguaje natural aplicado al análisis del contenido de los documentos (1996) Rev. Gen. Inf. Y Doc., 6 (2), pp. 205-218 | |
dc.relation.references | C2020 Task Force (2020) Computing Curricula, p. 2020 | |
dc.relation.references | McCarthy, J., What is artificial intelligence? (2004) eng. Mater. Des., 32 (3), pp. 1-14 | |
dc.relation.references | Abualhaija, S., Arora, C., Sabetzadeh, M., Briand, L.C., Traynor, M., Automated demarcation of requirements in textual specifications: A machine learning-based approach (2020) Empir. Softw. eng., 25 (6), pp. 5454-5497 | |
dc.relation.references | Friedrich, F.P.F., Mendling, J., Robeer, M., Process model generation from natural language text (2017) ARPN J. eng. Appl. Sci., 12 (8), pp. 2581-2587 | |
dc.relation.references | Schwaber, K., SCRUM Development Process (1997) Business Object Design and Implementation, pp. 117-134. , Springer, London | |
dc.relation.references | Cohn, M., (2004) User Stories Applied for Agile Software Development, Vol, 9, p. 53 | |
dc.relation.references | Elallaoui, M., Nafil, K., Touahni, R., Automatic transformation of user stories into UML use case diagrams using NLP techniques (2018) Procedia Comput. Sci., 130, pp. 42-49 | |
dc.relation.references | Robeer, M., Lucassen, G., Martijn, J., van Der Werf, E.M., Dalpiaz, F., Brinkkemper, S., Automated Extraction of Conceptual Models from User Stories via NLP (2016) Automated Extraction of Conceptual Models from User Stories via NLP | |
dc.relation.references | Nasiri, S., Rhazali, Y., Lahmer, M., Chenfour, N., Towards a generation of class diagram from user stories in agile methods (2020) Procedia Comput. Sci., 170, pp. 831-837 | |
dc.relation.references | Mukhamedyev, F.N.A.R.I., Symagulov, A., Kuchin, Y.I., Abdullaeva, S., | |
dc.relation.references | Raharjana, I.K., Siahaan, D., Fatichah, C., User stories and natural language processing: A systematic literature review (2021) IEEE Access, 9, pp. 53811-53826 | |
dc.relation.references | Bakar, N.H., Kasirun, Z.M., Salleh, N., Feature extraction approaches from NL req. for reuse in soft. product lines: A systematic lit (2015) Review. J. Syst. Softw., 106, pp. 132-149 | |
dc.relation.references | Nazir, F., Butt, W.H., Anwar, M.W., Khan Khattak, M.A., The applications of natural language processing (NLP) for software requirement engineering-a systematic literature review (2017) ICISA 2017. LNEE, 424, pp. 485-493. , https://doi.org/10.1007/978-981-10-4154-9_56, Kim, K., Joukov, N. (eds.), Springer, Singapore | |
dc.type.version | info:eu-repo/semantics/publishedVersion | |
dc.identifier.reponame | reponame:Repositorio Institucional Universidad de Medellín | |
dc.identifier.repourl | repourl:https://repository.udem.edu.co/ | |
dc.identifier.instname | instname:Universidad de Medellín | |
dc.contributor.event | 12th World Conference on Information Systems and Technologies, WorldCIST 2024 |
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