{"id":"https://openalex.org/W1985134369","doi":"https://doi.org/10.5121/ijaia.2012.3210","title":"Investigating Effort Prediction of Software Projects on the ISBSG Dataset","display_name":"Investigating Effort Prediction of Software Projects on the ISBSG Dataset","publication_year":2012,"publication_date":"2012-03-31","ids":{"openalex":"https://openalex.org/W1985134369","doi":"https://doi.org/10.5121/ijaia.2012.3210","mag":"1985134369"},"language":"en","primary_location":{"id":"doi:10.5121/ijaia.2012.3210","doi":"https://doi.org/10.5121/ijaia.2012.3210","is_oa":true,"landing_page_url":"https://doi.org/10.5121/ijaia.2012.3210","pdf_url":"https://doi.org/10.5121/ijaia.2012.3210","source":{"id":"https://openalex.org/S115674417","display_name":"International Journal of Artificial Intelligence & Applications","issn_l":"0975-900X","issn":["0975-900X","0976-2191"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Artificial Intelligence &amp; Applications","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://doi.org/10.5121/ijaia.2012.3210","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5030429439","display_name":"Sanaa Elyassami","orcid":"https://orcid.org/0000-0001-8163-2744","observed_orcids":["https://orcid.org/0000-0001-8163-2744"]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Sanaa Elyassami","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5030429439"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5315,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.74434138,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":97},"biblio":{"volume":"3","issue":"2","first_page":"121","last_page":"132"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10430","display_name":"Software Engineering Techniques and Practices","score":0.9814000129699707,"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/T10430","display_name":"Software Engineering Techniques and Practices","score":0.9814000129699707,"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/T10260","display_name":"Software Engineering Research","score":0.01640000008046627,"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":0.0005000000237487257,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/software-effort-estimation","display_name":"software effort estimation","score":0.9950000047683716},{"id":"https://openalex.org/keywords/fuzzy-id3","display_name":"fuzzy ID3","score":0.796999990940094},{"id":"https://openalex.org/keywords/fuzzy-decision-trees","display_name":"fuzzy decision trees","score":0.8379999995231628},{"id":"https://openalex.org/keywords/software-cost-estimation","display_name":"software cost estimation","score":0.7860000133514404},{"id":"https://openalex.org/keywords/isbsg-dataset","display_name":"ISBSG dataset","score":0.9660000205039978},{"id":"https://openalex.org/keywords/prediction-accuracy","display_name":"prediction accuracy","score":0.6389999985694885}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6302269697189331},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.6266430616378784},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.6254115104675293},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.6216846704483032},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.6090357899665833},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5273716449737549},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.45236557722091675},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43810519576072693},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.4354185163974762},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1188102662563324},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11710512638092041},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.07362085580825806},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.5121/ijaia.2012.3210","doi":"https://doi.org/10.5121/ijaia.2012.3210","is_oa":true,"landing_page_url":"https://doi.org/10.5121/ijaia.2012.3210","pdf_url":"https://doi.org/10.5121/ijaia.2012.3210","source":{"id":"https://openalex.org/S115674417","display_name":"International Journal of Artificial Intelligence & Applications","issn_l":"0975-900X","issn":["0975-900X","0976-2191"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Artificial Intelligence &amp; Applications","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:1204.2404","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/1204.2404","pdf_url":"https://arxiv.org/pdf/1204.2404","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"mag:1985134369","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/pdf/1204.2404.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.48550/arxiv.1204.2404","doi":"https://doi.org/10.48550/arxiv.1204.2404","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1204.2404","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.5121/ijaia.2012.3210","doi":"https://doi.org/10.5121/ijaia.2012.3210","is_oa":true,"landing_page_url":"https://doi.org/10.5121/ijaia.2012.3210","pdf_url":"https://doi.org/10.5121/ijaia.2012.3210","source":{"id":"https://openalex.org/S115674417","display_name":"International Journal of Artificial Intelligence & Applications","issn_l":"0975-900X","issn":["0975-900X","0976-2191"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Artificial Intelligence &amp; Applications","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1985134369.pdf","grobid_xml":"https://content.openalex.org/works/W1985134369.grobid-xml"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W1498291970","https://openalex.org/W1528966910","https://openalex.org/W1557824269","https://openalex.org/W1591257376","https://openalex.org/W1594031697","https://openalex.org/W1604488371","https://openalex.org/W1659502928","https://openalex.org/W1888913201","https://openalex.org/W1967227890","https://openalex.org/W2009407457","https://openalex.org/W2028571553","https://openalex.org/W2052829789","https://openalex.org/W2099145372","https://openalex.org/W2119475352","https://openalex.org/W2125055259","https://openalex.org/W2131378644","https://openalex.org/W2149706766","https://openalex.org/W2157779650","https://openalex.org/W2158940654","https://openalex.org/W2159827014","https://openalex.org/W2165825571","https://openalex.org/W2171366640","https://openalex.org/W2172541091","https://openalex.org/W2506154138","https://openalex.org/W2551072204","https://openalex.org/W2912565176","https://openalex.org/W3085162807","https://openalex.org/W4297957988","https://openalex.org/W6679386213","https://openalex.org/W6684447553","https://openalex.org/W6758652401"],"related_works":["https://openalex.org/W1659502928","https://openalex.org/W2007113779","https://openalex.org/W2145909804","https://openalex.org/W2358412794","https://openalex.org/W7097219250","https://openalex.org/W1510022125","https://openalex.org/W1999655269","https://openalex.org/W2005137444","https://openalex.org/W7099017858","https://openalex.org/W49361048"],"abstract_inverted_index":{"Many":[0],"cost":[1,119],"estimation":[2,30],"models":[3],"have":[4],"been":[5],"proposed":[6],"over":[7],"the":[8,36,43,46,50,60,106,113,116],"last":[9],"three":[10],"decades.In":[11],"this":[12,83],"study,":[13],"we":[14],"investigate":[15],"fuzzy":[16,47,107],"ID3":[17,39,108],"decision":[18,40],"tree":[19,41],"as":[20,77],"a":[21],"method":[22],"for":[23,82],"software":[24,28,61,92,118],"effort":[25,29],"estimation.Fuzzy":[26],"ID":[27],"model":[31,51],"is":[32,88],"designed":[33],"by":[34],"incorporating":[35],"principles":[37],"of":[38,45,66,79,86,115],"and":[42,55,69],"concepts":[44],"settheoretic;":[48],"permitting":[49],"to":[52],"handle":[53],"uncertain":[54],"imprecise":[56],"data":[57],"when":[58],"presenting":[59],"projects.":[62],"MMRE":[63],"(Mean":[64],"Magnitude":[65],"Relative":[67],"Error)":[68],"Pred(l)":[70],"(Prediction":[71],"at":[72],"level":[73],"l)":[74],"are":[75,96],"used,":[76],"measures":[78],"prediction":[80],"accuracy,":[81],"study.A":[84],"series":[85],"experiments":[87],"reported":[89],"using":[90,98],"ISBSG":[91],"projects":[93],"dataset.Fuzzy":[94],"trees":[95],"grown":[97],"different":[99],"fuzziness":[100],"control":[101],"thresholds.Results":[102],"showed":[103],"that":[104],"optimizing":[105],"parameters":[109],"can":[110],"improve":[111],"greatly":[112],"accuracy":[114],"generated":[117],"estimate.":[120]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2022,"cited_by_count":3},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2013,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2016-06-24T00:00:00"}
