{"id":"https://openalex.org/W3198141018","doi":"https://doi.org/10.18293/seke2021-056","title":"From word embeddings to text similarities for improved semantic clustering of functional requirements (S)","display_name":"From word embeddings to text similarities for improved semantic clustering of functional requirements (S)","publication_year":2021,"publication_date":"2021-07-05","ids":{"openalex":"https://openalex.org/W3198141018","doi":"https://doi.org/10.18293/seke2021-056","mag":"3198141018"},"language":"en","primary_location":{"id":"doi:10.18293/seke2021-056","is_oa":true,"landing_page_url":"https://doi.org/10.18293/seke2021-056","pdf_url":"https://doi.org/10.18293/seke2021-056","source":{"id":"https://openalex.org/S4220650826","display_name":"Proceedings/Proceedings of the ... International Conference on Software Engineering and Knowledge Engineering","issn_l":"2325-9000","issn":["2325-9000","2325-9086"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Conferences on Software Engineering and Knowledge Engineering","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.18293/seke2021-056","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077029069","display_name":"Takwa Kochbati","orcid":null},"institutions":[{"id":"https://openalex.org/I277688954","display_name":"Universit\u00e9 Paris-Saclay","ror":"https://ror.org/03xjwb503","country_code":"FR","type":"education","lineage":["https://openalex.org/I277688954"]},{"id":"https://openalex.org/I4210085861","display_name":"Laboratoire d'Int\u00e9gration des Syst\u00e8mes et des Technologies","ror":"https://ror.org/000dbcc61","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131","https://openalex.org/I2738703131","https://openalex.org/I277688954","https://openalex.org/I4210085861","https://openalex.org/I4210117989"]},{"id":"https://openalex.org/I2738703131","display_name":"Commissariat \u00e0 l'\u00c9nergie Atomique et aux \u00c9nergies Alternatives","ror":"https://ror.org/00jjx8s55","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Takwa Kochbati","raw_affiliation_strings":["Universit Paris-Saclay, CEA, List, F-91120, Palaiseau, France","Universit\u00e9 Paris-Saclay, CEA, List, F-91120, Palaiseau, France"],"affiliations":[{"raw_affiliation_string":"Universit Paris-Saclay, CEA, List, F-91120, Palaiseau, France","institution_ids":["https://openalex.org/I277688954","https://openalex.org/I2738703131","https://openalex.org/I4210085861"]},{"raw_affiliation_string":"Universit\u00e9 Paris-Saclay, CEA, List, F-91120, Palaiseau, France","institution_ids":["https://openalex.org/I277688954","https://openalex.org/I2738703131","https://openalex.org/I4210085861"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5077029069"],"corresponding_institution_ids":["https://openalex.org/I2738703131","https://openalex.org/I277688954","https://openalex.org/I4210085861"],"apc_list":null,"apc_paid":null,"fwci":0.2754,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.62290977,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":"2021","issue":null,"first_page":"285","last_page":"290"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10679","display_name":"Service-Oriented Architecture and Web Services","score":0.9365000128746033,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10679","display_name":"Service-Oriented Architecture and Web Services","score":0.9365000128746033,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10703","display_name":"Business Process Modeling and Analysis","score":0.9283999800682068,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10430","display_name":"Software Engineering Techniques and Practices","score":0.9071000218391418,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8121896386146545},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.674407422542572},{"id":"https://openalex.org/keywords/word","display_name":"Word (group theory)","score":0.6215918064117432},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5921445488929749},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5884605646133423},{"id":"https://openalex.org/keywords/semantic-similarity","display_name":"Semantic similarity","score":0.49817562103271484},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3348963260650635},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.17300504446029663}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8121896386146545},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.674407422542572},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.6215918064117432},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5921445488929749},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5884605646133423},{"id":"https://openalex.org/C130318100","wikidata":"https://www.wikidata.org/wiki/Q2268914","display_name":"Semantic similarity","level":2,"score":0.49817562103271484},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3348963260650635},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.17300504446029663},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18293/seke2021-056","is_oa":true,"landing_page_url":"https://doi.org/10.18293/seke2021-056","pdf_url":"https://doi.org/10.18293/seke2021-056","source":{"id":"https://openalex.org/S4220650826","display_name":"Proceedings/Proceedings of the ... International Conference on Software Engineering and Knowledge Engineering","issn_l":"2325-9000","issn":["2325-9000","2325-9086"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Conferences on Software Engineering and Knowledge Engineering","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18293/seke2021-056","is_oa":true,"landing_page_url":"https://doi.org/10.18293/seke2021-056","pdf_url":"https://doi.org/10.18293/seke2021-056","source":{"id":"https://openalex.org/S4220650826","display_name":"Proceedings/Proceedings of the ... International Conference on Software Engineering and Knowledge Engineering","issn_l":"2325-9000","issn":["2325-9000","2325-9086"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Conferences on Software Engineering and Knowledge Engineering","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3198141018.pdf","grobid_xml":"https://content.openalex.org/works/W3198141018.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W78092457","https://openalex.org/W1522422101","https://openalex.org/W1529377943","https://openalex.org/W1566018662","https://openalex.org/W1832693441","https://openalex.org/W1936022305","https://openalex.org/W1980817617","https://openalex.org/W2029064186","https://openalex.org/W2072108727","https://openalex.org/W2127426251","https://openalex.org/W2154774499","https://openalex.org/W2170738476","https://openalex.org/W2184285426","https://openalex.org/W2251803266","https://openalex.org/W2461521309","https://openalex.org/W2735364069","https://openalex.org/W2889313257","https://openalex.org/W2951359136","https://openalex.org/W4213009331","https://openalex.org/W4240098378","https://openalex.org/W4251529734","https://openalex.org/W6631834165"],"related_works":["https://openalex.org/W4376653378","https://openalex.org/W2181757899","https://openalex.org/W2898077673","https://openalex.org/W4385239468","https://openalex.org/W2022470916","https://openalex.org/W2283005578","https://openalex.org/W3002840018","https://openalex.org/W3201962287","https://openalex.org/W4386483205","https://openalex.org/W2303429097"],"abstract_inverted_index":{"Requirements":[0],"engineering":[1],"starts":[2],"by":[3,126],"requirements":[4,11,17,24,50,60,114],"elicitation":[5],"which":[6,120],"consists":[7],"in":[8,22,46,54,88],"gathering":[9],"software":[10,31,182],"from":[12],"stakeholders.":[13],"Then,":[14],"the":[15,40,44,47,92,122,136,151,157,174,191],"elicited":[16],"are":[18,33],"usually":[19],"manually":[20,58],"recorded":[21],"a":[23,55,62,95,144,161],"specification":[25],"document.":[26],"In":[27,103],"recent":[28],"years,":[29],"modern":[30],"projects":[32,38,183],"becoming":[34],"more":[35],"complex":[36],"than":[37],"of":[39,49,76,97,135,193],"past":[41],"due":[42],"to":[43,72,80,83,90,110,129,133,149,172,189],"increase":[45],"number":[48],"and":[51,66],"stakeholders":[52],"involved":[53],"project.":[56],"Thus,":[57],"managing":[59],"becomes":[61],"tedious,":[63],"time":[64],"consuming":[65],"error-prone":[67],"task.":[68],"One":[69],"historical":[70],"strategy":[71,124],"manage":[73],"this":[74,104],"kind":[75],"complexity":[77],"is":[78,121],"\"divide":[79],"conquer\",":[81],"meaning":[82],"categorize":[84],"them":[85],"into":[86,94],"groups":[87],"order":[89],"breakdown":[91],"system":[93,127],"set":[96],"smallest":[98],"sub-systems":[99,131],"at":[100],"early":[101],"stages.":[102],"paper,":[105],"we":[106,140,155,168],"propose":[107],"an":[108],"approach":[109,187],"automatically":[111],"cluster":[112],"functional":[113],"based":[115],"on":[116,179],"their":[117],"semantic":[118],"similarity":[119,159],"usual":[123],"used":[125],"architects":[128],"define":[130],"candidate":[132],"simplification":[134],"original":[137],"problem.":[138],"First,":[139],"use":[141],"word2vec,":[142],"as":[143],"predictive":[145],"word":[146],"embedding":[147],"model":[148],"compute":[150],"word-level":[152],"similarity.":[153,166],"Second,":[154],"derive":[156],"requirement-level":[158],"using":[160],"scoring":[162],"function":[163],"for":[164],"text":[165],"Third,":[167],"adopt":[169],"hierarchical":[170],"clustering":[171],"group":[173],"requirements.":[175],"Experimental":[176],"results":[177,192],"performed":[178],"four":[180],"open-access":[181],"show":[184],"that":[185],"our":[186],"succeeded":[188],"improve":[190],"clusters":[194],"identification":[195],"compared":[196],"with":[197],"existing":[198],"studies.":[199]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}