{"id":"https://openalex.org/W4308081662","doi":"https://doi.org/10.1109/nextcomp55567.2022.9932190","title":"A multiclass classification model to estimate Agile user stories","display_name":"A multiclass classification model to estimate Agile user stories","publication_year":2022,"publication_date":"2022-10-06","ids":{"openalex":"https://openalex.org/W4308081662","doi":"https://doi.org/10.1109/nextcomp55567.2022.9932190"},"language":"en","primary_location":{"id":"doi:10.1109/nextcomp55567.2022.9932190","is_oa":false,"landing_page_url":"https://doi.org/10.1109/nextcomp55567.2022.9932190","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 3rd International Conference on Next Generation Computing Applications (NextComp)","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/A5034638197","display_name":"Yuvna Ramchurreetoo","orcid":null},"institutions":[{"id":"https://openalex.org/I69072986","display_name":"University of Mauritius","ror":"https://ror.org/05cyprz33","country_code":"MU","type":"education","lineage":["https://openalex.org/I69072986"]}],"countries":["MU"],"is_corresponding":false,"raw_author_name":"Yuvna Ramchurreetoo","raw_affiliation_strings":["University of Mauritius,Department of Software and Information Systems,Reduit,Mauritius","Department of Software and Information Systems, University of Mauritius, Reduit, Mauritius"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Mauritius,Department of Software and Information Systems,Reduit,Mauritius","institution_ids":["https://openalex.org/I69072986"]},{"raw_affiliation_string":"Department of Software and Information Systems, University of Mauritius, Reduit, Mauritius","institution_ids":["https://openalex.org/I69072986"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045981763","display_name":"V. Hurbungs","orcid":"https://orcid.org/0000-0002-8806-6076"},"institutions":[{"id":"https://openalex.org/I69072986","display_name":"University of Mauritius","ror":"https://ror.org/05cyprz33","country_code":"MU","type":"education","lineage":["https://openalex.org/I69072986"]}],"countries":["MU"],"is_corresponding":false,"raw_author_name":"Visham Hurbungs","raw_affiliation_strings":["University of Mauritius,Department of Software and Information Systems,Reduit,Mauritius","Department of Software and Information Systems, University of Mauritius, Reduit, Mauritius"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Mauritius,Department of Software and Information Systems,Reduit,Mauritius","institution_ids":["https://openalex.org/I69072986"]},{"raw_affiliation_string":"Department of Software and Information Systems, University of Mauritius, Reduit, Mauritius","institution_ids":["https://openalex.org/I69072986"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I69072986"],"apc_list":null,"apc_paid":null,"fwci":0.2512,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.50296047,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9908999800682068,"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":0.9908999800682068,"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":0.930899977684021,"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":0.7209798693656921},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.6546179056167603},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6382931470870972},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.608928382396698},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.5762469172477722},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5678385496139526},{"id":"https://openalex.org/keywords/agile-software-development","display_name":"Agile software development","score":0.4840933084487915},{"id":"https://openalex.org/keywords/user-story","display_name":"User story","score":0.47156521677970886},{"id":"https://openalex.org/keywords/schedule","display_name":"Schedule","score":0.4576375484466553},{"id":"https://openalex.org/keywords/precision-and-recall","display_name":"Precision and recall","score":0.4314311742782593},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.424069344997406},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.144435316324234},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.08833351731300354}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7209798693656921},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.6546179056167603},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6382931470870972},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.608928382396698},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.5762469172477722},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5678385496139526},{"id":"https://openalex.org/C14185376","wikidata":"https://www.wikidata.org/wiki/Q30232","display_name":"Agile software development","level":2,"score":0.4840933084487915},{"id":"https://openalex.org/C11189718","wikidata":"https://www.wikidata.org/wiki/Q218152","display_name":"User story","level":4,"score":0.47156521677970886},{"id":"https://openalex.org/C68387754","wikidata":"https://www.wikidata.org/wiki/Q7271585","display_name":"Schedule","level":2,"score":0.4576375484466553},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.4314311742782593},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.424069344997406},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.144435316324234},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.08833351731300354},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/nextcomp55567.2022.9932190","is_oa":false,"landing_page_url":"https://doi.org/10.1109/nextcomp55567.2022.9932190","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 3rd International Conference on Next Generation Computing Applications (NextComp)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2254063053","https://openalex.org/W4389954502","https://openalex.org/W2771255398","https://openalex.org/W4382515898","https://openalex.org/W2776309617","https://openalex.org/W2887673311","https://openalex.org/W2930428186","https://openalex.org/W3200027047","https://openalex.org/W4224262160","https://openalex.org/W4385770464"],"abstract_inverted_index":{"Effort":[0],"estimation":[1,31,50],"in":[2,8,101,136,175],"Agile":[3,75],"projects":[4],"is":[5],"extremely":[6],"important":[7],"order":[9],"to":[10,73,95,98,114],"prevent":[11],"schedule":[12],"overrun,":[13],"late":[14],"product":[15],"delivery":[16],"and":[17,37,59,88,112,129,145,155],"over-budgeting":[18],"among":[19],"others.":[20],"These":[21],"estimations":[22],"are":[23,42],"usually":[24],"performed":[25,159],"manually":[26],"by":[27,119],"making":[28],"use":[29],"of":[30,54,64,69,103,139,152,164],"techniques":[32,48],"such":[33,122],"as":[34,123],"planning":[35],"poker":[36],"expert":[38],"judgment.":[39],"However,":[40],"there":[41,60],"several":[43],"constraints":[44],"associated":[45],"with":[46],"these":[47],"since":[49],"requires":[51],"the":[52,55,116,137,162,171],"presence":[53],"whole":[56],"project":[57],"team":[58],"might":[61],"be":[62],"divergence":[63],"opinions.":[65],"The":[66],"main":[67],"objective":[68],"this":[70],"study":[71],"was":[72,168],"estimate":[74,99],"user":[76,96,177],"stories":[77,97],"using":[78],"multiclass":[79],"classification":[80],"techniques.":[81],"Three":[82,106],"classifiers":[83],"(Na\u00efve":[84],"Bayes,":[85,142],"Decision":[86,143],"Tree":[87,144],"Support":[89,146,165],"Vector":[90,147,166],"Machine)":[91],"have":[92],"been":[93],"applied":[94],"effort":[100],"terms":[102],"Story":[104],"Points.":[105],"machine":[107],"learning":[108],"models":[109],"were":[110],"generated":[111],"evaluated":[113],"determine":[115],"best":[117],"algorithm":[118],"comparing":[120],"metrics":[121],"accuracy,":[124],"error":[125],"rate,":[126],"precision,":[127],"recall":[128],"f-measure.":[130],"Using":[131],"a":[132],"single":[133],"train:test":[134],"sample":[135],"ratio":[138],"100:25,":[140],"Na\u00efve":[141],"Machine":[148,167],"gave":[149],"an":[150],"accuracy":[151,163],"64%,":[153],"80%":[154],"100%":[156],"respectively.":[157],"Experiments":[158],"showed":[160],"that":[161],"better":[169],"than":[170],"other":[172],"two":[173],"algorithms":[174],"estimating":[176],"stories.":[178]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
