{"id":"https://openalex.org/W4416374292","doi":"https://doi.org/10.48550/arxiv.2510.04760","title":"Agile Software Effort Estimation using Regression Techniques","display_name":"Agile Software Effort Estimation using Regression Techniques","publication_year":2025,"publication_date":"2025-10-06","ids":{"openalex":"https://openalex.org/W4416374292","doi":"https://doi.org/10.48550/arxiv.2510.04760"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2510.04760","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2510.04760","pdf_url":"https://arxiv.org/pdf/2510.04760","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2510.04760","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Sima, Sisay Deresa","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sima, Sisay Deresa","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5008164879","display_name":"Ayalew Belay Habtie","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Habtie, Ayalew Belay","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.3847000002861023,"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":0.3847000002861023,"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":0.29109999537467957,"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/T13559","display_name":"Edcuational Technology Systems","score":0.015300000086426735,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/agile-software-development","display_name":"Agile software development","score":0.8568999767303467},{"id":"https://openalex.org/keywords/lasso","display_name":"Lasso (programming language)","score":0.5935999751091003},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5720999836921692},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.45989999175071716},{"id":"https://openalex.org/keywords/estimation","display_name":"Estimation","score":0.42669999599456787},{"id":"https://openalex.org/keywords/point","display_name":"Point (geometry)","score":0.40130001306533813},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.40119999647140503},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.3912999927997589}],"concepts":[{"id":"https://openalex.org/C14185376","wikidata":"https://www.wikidata.org/wiki/Q30232","display_name":"Agile software development","level":2,"score":0.8568999767303467},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6068000197410583},{"id":"https://openalex.org/C37616216","wikidata":"https://www.wikidata.org/wiki/Q3218363","display_name":"Lasso (programming language)","level":2,"score":0.5935999751091003},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5720999836921692},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.49059998989105225},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.45989999175071716},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42899999022483826},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.42669999599456787},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.40130001306533813},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.40119999647140503},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.3912999927997589},{"id":"https://openalex.org/C82214349","wikidata":"https://www.wikidata.org/wiki/Q657339","display_name":"Software metric","level":5,"score":0.3619999885559082},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.35510000586509705},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.33980000019073486},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.31949999928474426},{"id":"https://openalex.org/C2779433544","wikidata":"https://www.wikidata.org/wiki/Q1435226","display_name":"Focal point","level":3,"score":0.3190000057220459},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.3073999881744385},{"id":"https://openalex.org/C207701116","wikidata":"https://www.wikidata.org/wiki/Q7901734","display_name":"Use Case Points","level":5,"score":0.30550000071525574},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.30160000920295715},{"id":"https://openalex.org/C161821725","wikidata":"https://www.wikidata.org/wiki/Q917415","display_name":"Regression testing","level":5,"score":0.29420000314712524},{"id":"https://openalex.org/C48921125","wikidata":"https://www.wikidata.org/wiki/Q10861030","display_name":"Linear regression","level":2,"score":0.2903999984264374},{"id":"https://openalex.org/C180152950","wikidata":"https://www.wikidata.org/wiki/Q2904257","display_name":"Software development process","level":4,"score":0.27970001101493835},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.2702000141143799},{"id":"https://openalex.org/C41426520","wikidata":"https://www.wikidata.org/wiki/Q1192065","display_name":"Point estimation","level":2,"score":0.2623000144958496}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2510.04760","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2510.04760","pdf_url":"https://arxiv.org/pdf/2510.04760","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2510.04760","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2510.04760","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2510.04760","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2510.04760","pdf_url":"https://arxiv.org/pdf/2510.04760","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4416374292.pdf","grobid_xml":"https://content.openalex.org/works/W4416374292.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Software":[0],"development":[1,13],"effort":[2,37,52],"estimation":[3,53],"is":[4,44,65],"one":[5],"of":[6,20,28,41,118,121,124,127,130,134],"the":[7,16,21,26,68],"most":[8],"critical":[9],"aspect":[10],"in":[11],"software":[12,75],"process,":[14],"as":[15],"success":[17],"or":[18],"failure":[19],"entire":[22],"project":[23],"depends":[24],"on":[25,35],"accuracy":[27],"estimations.":[29],"Researchers":[30],"are":[31,84,138],"still":[32],"conducting":[33],"studies":[34],"agile":[36,51,69],"estimation.":[38],"The":[39,62,81,102,136],"aim":[40],"this":[42],"research":[43],"to":[45,67,97],"develop":[46],"a":[47],"story":[48,70],"point":[49,71],"based":[50],"model":[54],"using":[55,73,86],"LASSO":[56,106],"and":[57,90,114,132],"Elastic":[58],"Net":[59],"regression":[60,107],"techniques.":[61],"experimental":[63],"work":[64],"applied":[66],"approach":[72],"21":[74],"projects":[76],"collected":[77],"from":[78],"six":[79],"firms.":[80],"two":[82],"algorithms":[83],"trained":[85],"their":[87],"default":[88],"parameters":[89],"tuned":[91],"grid":[92],"search":[93],"with":[94,141],"5-fold":[95],"cross-validation":[96],"get":[98],"an":[99],"enhanced":[100],"model.":[101],"experiment":[103],"result":[104],"shows":[105],"achieved":[108],"better":[109],"predictive":[110],"performance":[111],"PRED":[112,115],"(8%)":[113],"(25%)":[116],"results":[117,137],"100.0,":[119],"MMRE":[120],"0.0491,":[122],"MMER":[123],"0.0551,":[125],"MdMRE":[126],"0.0593,":[128],"MdMER":[129],"0.063,":[131],"MSE":[133],"0.0007.":[135],"also":[139],"compared":[140],"other":[142],"related":[143],"literature.":[144]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}