{"id":"https://openalex.org/W4206242307","doi":"https://doi.org/10.1109/bigdata52589.2021.9671548","title":"Automating the Classification of Requirements Data","display_name":"Automating the Classification of Requirements Data","publication_year":2021,"publication_date":"2021-12-15","ids":{"openalex":"https://openalex.org/W4206242307","doi":"https://doi.org/10.1109/bigdata52589.2021.9671548"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata52589.2021.9671548","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata52589.2021.9671548","pdf_url":null,"source":{"id":"https://openalex.org/S4363607718","display_name":"2021 IEEE International Conference on Big Data (Big Data)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5048794931","display_name":"Dev Dave","orcid":null},"institutions":[{"id":"https://openalex.org/I166088655","display_name":"Montclair State University","ror":"https://ror.org/01nxc2t48","country_code":"US","type":"education","lineage":["https://openalex.org/I166088655"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dev Dave","raw_affiliation_strings":["Department of Computer Science, Montclair State University, NJ, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Montclair State University, NJ, USA","institution_ids":["https://openalex.org/I166088655"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043640255","display_name":"Vaibhav Anu","orcid":"https://orcid.org/0000-0001-8104-4942"},"institutions":[{"id":"https://openalex.org/I166088655","display_name":"Montclair State University","ror":"https://ror.org/01nxc2t48","country_code":"US","type":"education","lineage":["https://openalex.org/I166088655"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vaibhav Anu","raw_affiliation_strings":["Department of Computer Science, Montclair State University, NJ, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Montclair State University, NJ, USA","institution_ids":["https://openalex.org/I166088655"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090253347","display_name":"Aparna S. Varde","orcid":"https://orcid.org/0000-0002-3170-2510"},"institutions":[{"id":"https://openalex.org/I166088655","display_name":"Montclair State University","ror":"https://ror.org/01nxc2t48","country_code":"US","type":"education","lineage":["https://openalex.org/I166088655"]},{"id":"https://openalex.org/I4210109712","display_name":"Max Planck Institute for Informatics","ror":"https://ror.org/01w19ak89","country_code":"DE","type":"facility","lineage":["https://openalex.org/I149899117","https://openalex.org/I4210109712"]}],"countries":["DE","US"],"is_corresponding":false,"raw_author_name":"Aparna S. Varde","raw_affiliation_strings":["Department of Computer Science, Montclair State University, NJ, USA","Visiting Researcher at Max Planck Institute for Informatics, Saarbrucken, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Montclair State University, NJ, USA","institution_ids":["https://openalex.org/I166088655"]},{"raw_affiliation_string":"Visiting Researcher at Max Planck Institute for Informatics, Saarbrucken, Germany","institution_ids":["https://openalex.org/I4210109712"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.0227,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.78140287,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"5878","last_page":"5880"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9995999932289124,"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/T10260","display_name":"Software Engineering Research","score":0.9995999932289124,"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/T10430","display_name":"Software Engineering Techniques and Practices","score":0.9975000023841858,"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/T12127","display_name":"Software System Performance and Reliability","score":0.9943000078201294,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.7708556652069092},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.5929585099220276},{"id":"https://openalex.org/keywords/software-requirements","display_name":"Software requirements","score":0.589250385761261},{"id":"https://openalex.org/keywords/requirements-analysis","display_name":"Requirements analysis","score":0.5473057627677917},{"id":"https://openalex.org/keywords/functional-requirement","display_name":"Functional requirement","score":0.5027575492858887},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.49548280239105225},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4891090989112854},{"id":"https://openalex.org/keywords/non-functional-requirement","display_name":"Non-functional requirement","score":0.4780588448047638},{"id":"https://openalex.org/keywords/software-requirements-specification","display_name":"Software requirements specification","score":0.46180906891822815},{"id":"https://openalex.org/keywords/requirements-engineering","display_name":"Requirements engineering","score":0.4407179355621338},{"id":"https://openalex.org/keywords/software-construction","display_name":"Software construction","score":0.38759955763816833},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.32848674058914185},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.1390114724636078}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7708556652069092},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.5929585099220276},{"id":"https://openalex.org/C54534927","wikidata":"https://www.wikidata.org/wiki/Q4462275","display_name":"Software requirements","level":5,"score":0.589250385761261},{"id":"https://openalex.org/C59488412","wikidata":"https://www.wikidata.org/wiki/Q187147","display_name":"Requirements analysis","level":3,"score":0.5473057627677917},{"id":"https://openalex.org/C62235348","wikidata":"https://www.wikidata.org/wiki/Q3264234","display_name":"Functional requirement","level":2,"score":0.5027575492858887},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.49548280239105225},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4891090989112854},{"id":"https://openalex.org/C199747065","wikidata":"https://www.wikidata.org/wiki/Q3254666","display_name":"Non-functional requirement","level":5,"score":0.4780588448047638},{"id":"https://openalex.org/C102780508","wikidata":"https://www.wikidata.org/wiki/Q1761598","display_name":"Software requirements specification","level":5,"score":0.46180906891822815},{"id":"https://openalex.org/C6604083","wikidata":"https://www.wikidata.org/wiki/Q376937","display_name":"Requirements engineering","level":3,"score":0.4407179355621338},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.38759955763816833},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.32848674058914185},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.1390114724636078}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata52589.2021.9671548","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata52589.2021.9671548","pdf_url":null,"source":{"id":"https://openalex.org/S4363607718","display_name":"2021 IEEE International Conference on Big Data (Big Data)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W1556377352","https://openalex.org/W2005732451","https://openalex.org/W2567190347","https://openalex.org/W2758253540","https://openalex.org/W2792026792","https://openalex.org/W2792027251","https://openalex.org/W2936834072","https://openalex.org/W2998567087","https://openalex.org/W3006273876","https://openalex.org/W3007594668","https://openalex.org/W3087413080","https://openalex.org/W3101626139","https://openalex.org/W3114276237","https://openalex.org/W6761463806","https://openalex.org/W6987906808","https://openalex.org/W7038269928"],"related_works":["https://openalex.org/W2080089689","https://openalex.org/W1002355121","https://openalex.org/W3186880412","https://openalex.org/W2625475396","https://openalex.org/W2472769502","https://openalex.org/W2242308721","https://openalex.org/W2973948119","https://openalex.org/W4386257517","https://openalex.org/W2901540557","https://openalex.org/W113355817"],"abstract_inverted_index":{"This":[0,86],"paper":[1],"proposes":[2],"a":[3],"pilot":[4],"approach":[5],"based":[6,67],"on":[7,68],"the":[8,36,55,79,83,93],"comparative":[9],"analysis":[10],"of":[11,32,57,82],"supervised":[12],"Machine":[13],"Learning":[14],"models":[15],"coupled":[16],"with":[17],"basic":[18],"Natural":[19],"Language":[20],"Processing":[21],"concepts":[22],"for":[23],"classifying":[24],"Functional":[25],"and":[26,98],"Non-Functional":[27,60],"Requirements":[28,37,61],"from":[29],"huge":[30],"collections":[31],"data":[33],"relevant":[34],"to":[35,78,91],"Engineering":[38,49],"(RE)":[39],"phase":[40,95],"within":[41],"software":[42,103],"development.":[43,104],"The":[44],"publicly":[45],"available":[46],"PROMISE":[47],"Software":[48,110],"Repository":[50],"dataset":[51],"is":[52],"used":[53],"in":[54,102,109],"execution":[56],"this":[58],"approach.":[59],"are":[62,74],"further":[63],"classified":[64],"into":[65],"subclasses":[66],"attributes":[69],"they":[70,73],"address":[71],"since":[72],"not":[75],"directly":[76],"related":[77],"core":[80],"functions":[81],"concerned":[84],"software.":[85],"overall":[87],"research":[88],"initiative":[89],"helps":[90],"make":[92],"RE":[94],"more":[96],"efficient":[97],"reduces":[99],"human":[100],"effort":[101],"It":[105],"leverages":[106],"Big":[107],"Data":[108],"Engineering.":[111]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
