{"id":"https://openalex.org/W4212949066","doi":"https://doi.org/10.1109/re51729.2021.9714537","title":"MARE: an Active Learning Approach for Requirements Classification","display_name":"MARE: an Active Learning Approach for Requirements Classification","publication_year":2021,"publication_date":"2021-09-01","ids":{"openalex":"https://openalex.org/W4212949066","doi":"https://doi.org/10.1109/re51729.2021.9714537"},"language":"en","primary_location":{"id":"doi:10.1109/re51729.2021.9714537","is_oa":false,"landing_page_url":"https://doi.org/10.1109/re51729.2021.9714537","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 29th International Requirements Engineering Conference (RE)","raw_type":"proceedings-article"},"type":"article","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/A5112106098","display_name":"Cl\u00e1udia Saad Magalh\u00e3es","orcid":"https://orcid.org/0009-0006-7823-7026"},"institutions":[{"id":"https://openalex.org/I83558840","display_name":"Universidade Nova de Lisboa","ror":"https://ror.org/02xankh89","country_code":"PT","type":"education","lineage":["https://openalex.org/I83558840"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"Claudia Magalhaes","raw_affiliation_strings":["Universidade NOVA de Lisboa,NOVA LINCS,Lisbon,Portugal","NOVA LINCS, Universidade NOVA de Lisboa, Lisbon, Portugal"],"affiliations":[{"raw_affiliation_string":"Universidade NOVA de Lisboa,NOVA LINCS,Lisbon,Portugal","institution_ids":["https://openalex.org/I83558840"]},{"raw_affiliation_string":"NOVA LINCS, Universidade NOVA de Lisboa, Lisbon, Portugal","institution_ids":["https://openalex.org/I83558840"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002631628","display_name":"Jo\ufffd\u00e3o Ara\u00fajo","orcid":"https://orcid.org/0000-0001-5914-1631"},"institutions":[{"id":"https://openalex.org/I83558840","display_name":"Universidade Nova de Lisboa","ror":"https://ror.org/02xankh89","country_code":"PT","type":"education","lineage":["https://openalex.org/I83558840"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Joao Araujo","raw_affiliation_strings":["Universidade NOVA de Lisboa,NOVA LINCS,Lisbon,Portugal","NOVA LINCS, Universidade NOVA de Lisboa, Lisbon, Portugal"],"affiliations":[{"raw_affiliation_string":"Universidade NOVA de Lisboa,NOVA LINCS,Lisbon,Portugal","institution_ids":["https://openalex.org/I83558840"]},{"raw_affiliation_string":"NOVA LINCS, Universidade NOVA de Lisboa, Lisbon, Portugal","institution_ids":["https://openalex.org/I83558840"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091668153","display_name":"Alberto Sardinha","orcid":"https://orcid.org/0000-0002-5782-3142"},"institutions":[{"id":"https://openalex.org/I121345201","display_name":"Instituto de Engenharia de Sistemas e Computadores Investiga\u00e7\u00e3o e Desenvolvimento","ror":"https://ror.org/04mqy3p58","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I121345201","https://openalex.org/I4210125590"]},{"id":"https://openalex.org/I141596103","display_name":"University of Lisbon","ror":"https://ror.org/01c27hj86","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Alberto Sardinha","raw_affiliation_strings":["Universidade de Lisboa,INESC-ID and Instituto Superior T&#x00E9;cnico,Lisbon,Portugal"],"affiliations":[{"raw_affiliation_string":"Universidade de Lisboa,INESC-ID and Instituto Superior T&#x00E9;cnico,Lisbon,Portugal","institution_ids":["https://openalex.org/I121345201","https://openalex.org/I141596103"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5112106098"],"corresponding_institution_ids":["https://openalex.org/I83558840"],"apc_list":null,"apc_paid":null,"fwci":1.6525,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.87815716,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"516","last_page":"521"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9998000264167786,"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":0.9998000264167786,"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/T12423","display_name":"Software Reliability and Analysis Research","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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":0.9973999857902527,"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/requirements-management","display_name":"Requirements management","score":0.7761621475219727},{"id":"https://openalex.org/keywords/requirements-analysis","display_name":"Requirements analysis","score":0.7402119636535645},{"id":"https://openalex.org/keywords/non-functional-requirement","display_name":"Non-functional requirement","score":0.7270293831825256},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6989021301269531},{"id":"https://openalex.org/keywords/requirements-engineering","display_name":"Requirements engineering","score":0.6682674288749695},{"id":"https://openalex.org/keywords/documentation","display_name":"Documentation","score":0.6386266350746155},{"id":"https://openalex.org/keywords/requirements-elicitation","display_name":"Requirements elicitation","score":0.6169076561927795},{"id":"https://openalex.org/keywords/reuse","display_name":"Reuse","score":0.600651204586029},{"id":"https://openalex.org/keywords/functional-requirement","display_name":"Functional requirement","score":0.5164292454719543},{"id":"https://openalex.org/keywords/requirement-prioritization","display_name":"Requirement prioritization","score":0.46884217858314514},{"id":"https://openalex.org/keywords/business-requirements","display_name":"Business requirements","score":0.46632057428359985},{"id":"https://openalex.org/keywords/system-requirements-specification","display_name":"System requirements specification","score":0.4627549350261688},{"id":"https://openalex.org/keywords/software-requirements-specification","display_name":"Software requirements specification","score":0.46270138025283813},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.43375495076179504},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.41867393255233765},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.3600938320159912},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.3557395040988922},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.19742268323898315},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.1239454448223114},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.09433916211128235},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.08517828583717346},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.07209891080856323}],"concepts":[{"id":"https://openalex.org/C173577280","wikidata":"https://www.wikidata.org/wiki/Q530038","display_name":"Requirements management","level":4,"score":0.7761621475219727},{"id":"https://openalex.org/C59488412","wikidata":"https://www.wikidata.org/wiki/Q187147","display_name":"Requirements analysis","level":3,"score":0.7402119636535645},{"id":"https://openalex.org/C199747065","wikidata":"https://www.wikidata.org/wiki/Q3254666","display_name":"Non-functional requirement","level":5,"score":0.7270293831825256},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6989021301269531},{"id":"https://openalex.org/C6604083","wikidata":"https://www.wikidata.org/wiki/Q376937","display_name":"Requirements engineering","level":3,"score":0.6682674288749695},{"id":"https://openalex.org/C56666940","wikidata":"https://www.wikidata.org/wiki/Q788790","display_name":"Documentation","level":2,"score":0.6386266350746155},{"id":"https://openalex.org/C45384764","wikidata":"https://www.wikidata.org/wiki/Q838667","display_name":"Requirements elicitation","level":4,"score":0.6169076561927795},{"id":"https://openalex.org/C206588197","wikidata":"https://www.wikidata.org/wiki/Q846574","display_name":"Reuse","level":2,"score":0.600651204586029},{"id":"https://openalex.org/C62235348","wikidata":"https://www.wikidata.org/wiki/Q3264234","display_name":"Functional requirement","level":2,"score":0.5164292454719543},{"id":"https://openalex.org/C130505052","wikidata":"https://www.wikidata.org/wiki/Q7314872","display_name":"Requirement prioritization","level":5,"score":0.46884217858314514},{"id":"https://openalex.org/C123247970","wikidata":"https://www.wikidata.org/wiki/Q5001932","display_name":"Business requirements","level":4,"score":0.46632057428359985},{"id":"https://openalex.org/C84651959","wikidata":"https://www.wikidata.org/wiki/Q17052506","display_name":"System requirements specification","level":2,"score":0.4627549350261688},{"id":"https://openalex.org/C102780508","wikidata":"https://www.wikidata.org/wiki/Q1761598","display_name":"Software requirements specification","level":5,"score":0.46270138025283813},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.43375495076179504},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.41867393255233765},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3600938320159912},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.3557395040988922},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.19742268323898315},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.1239454448223114},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.09433916211128235},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.08517828583717346},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.07209891080856323},{"id":"https://openalex.org/C548081761","wikidata":"https://www.wikidata.org/wiki/Q180388","display_name":"Waste management","level":1,"score":0.0},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C174998907","wikidata":"https://www.wikidata.org/wiki/Q357662","display_name":"Work in process","level":2,"score":0.0},{"id":"https://openalex.org/C85345410","wikidata":"https://www.wikidata.org/wiki/Q851587","display_name":"Business process","level":3,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C52913732","wikidata":"https://www.wikidata.org/wiki/Q857102","display_name":"Software design","level":4,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/re51729.2021.9714537","is_oa":false,"landing_page_url":"https://doi.org/10.1109/re51729.2021.9714537","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 29th International Requirements Engineering Conference (RE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"No poverty","score":0.550000011920929,"id":"https://metadata.un.org/sdg/1"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W2040679323","https://openalex.org/W2162100845","https://openalex.org/W2779479887","https://openalex.org/W2898081700","https://openalex.org/W2993303751","https://openalex.org/W3092020884","https://openalex.org/W4251641598","https://openalex.org/W6833758557"],"related_works":["https://openalex.org/W2758128462","https://openalex.org/W4230481354","https://openalex.org/W64923018","https://openalex.org/W2048472863","https://openalex.org/W4288788915","https://openalex.org/W2365793495","https://openalex.org/W4231417370","https://openalex.org/W4254568495","https://openalex.org/W1527029289","https://openalex.org/W2023023211"],"abstract_inverted_index":{"Several":[0],"studies":[1],"indicate":[2],"that":[3,7],"poor":[4],"requirements":[5,33,37,40,59,73,81],"practices,":[6],"result":[8],"in":[9,26],"incomplete":[10],"or":[11],"inaccurate":[12],"requirements,":[13,20],"poorly":[14],"managed":[15],"requirement":[16],"changes,":[17],"and":[18,39,53,85],"missed":[19],"are":[21],"the":[22,58,72,92],"most":[23],"common":[24],"factors":[25],"project":[27,68],"failure.":[28],"Possible":[29],"solutions":[30],"for":[31],"better":[32,36],"definition":[34],"include":[35],"documentation,":[38],"reuse.":[41],"In":[42],"this":[43],"paper,":[44],"we":[45],"present":[46],"a":[47,61],"novel":[48],"application":[49],"of":[50,60,95],"machine":[51],"learning":[52,55],"active":[54],"to":[56,89],"classify":[57],"given":[62],"dataset.":[63],"This":[64],"approach":[65],"can":[66,77],"accelerate":[67],"development.":[69,96],"By":[70],"organizing":[71],"into":[74],"categories,":[75],"developers":[76],"easily":[78],"see":[79],"what":[80],"were":[82],"already":[83],"implemented,":[84],"where":[86],"they":[87],"need":[88],"focus":[90],"on":[91],"next":[93],"step":[94]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
