{"id":"https://openalex.org/W2040679392","doi":"https://doi.org/10.1016/j.asej.2014.09.007","title":"Extracting software static defect models using data mining","display_name":"Extracting software static defect models using data mining","publication_year":2014,"publication_date":"2014-10-13","ids":{"openalex":"https://openalex.org/W2040679392","doi":"https://doi.org/10.1016/j.asej.2014.09.007","mag":"2040679392"},"language":"en","primary_location":{"id":"doi:10.1016/j.asej.2014.09.007","doi":"https://doi.org/10.1016/j.asej.2014.09.007","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.asej.2014.09.007","pdf_url":"https://www.sciencedirect.com/science/article/pii/S209044791400121X/pdf","source":{"id":"https://openalex.org/S2764993483","display_name":"Ain Shams Engineering Journal","issn_l":"2090-4479","issn":["2090-4479","2090-4495"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","norway-1","poland-100"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Ain Shams Engineering Journal","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.sciencedirect.com/science/article/pii/S209044791400121X/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5057744937","display_name":"Ahmed Hassan Yousef","orcid":"https://orcid.org/0000-0002-7799-9233","observed_orcids":["https://orcid.org/0000-0002-7799-9233"]},"institutions":[{"id":"https://openalex.org/I107720978","display_name":"Ain Shams University","ror":"https://ror.org/00cb9w016","country_code":"EG","type":"education","lineage":["https://openalex.org/I107720978"]}],"countries":["EG"],"is_corresponding":true,"raw_author_name":"Ahmed H. Yousef","raw_affiliation_strings":["Department of Computers and Systems, Faculty of Engineering, Ain Shams University, Cairo, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computers and Systems, Faculty of Engineering, Ain Shams University, Cairo, Egypt","institution_ids":["https://openalex.org/I107720978"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5057744937"],"corresponding_institution_ids":["https://openalex.org/I107720978"],"apc_list":{"value":1200,"currency":"USD","value_usd":1200},"apc_paid":{"value":1200,"currency":"USD","value_usd":1200},"fwci":2.525,"has_fulltext":true,"cited_by_count":32,"citation_normalized_percentile":{"value":0.90207483,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":87,"max":98},"biblio":{"volume":"6","issue":"1","first_page":"133","last_page":"144"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9994999766349792,"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":0.9994999766349792,"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":0.0003000000142492354,"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":9.999999747378752e-05,"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/software-defect-prediction","display_name":"software defect prediction","score":0.8939999938011169},{"id":"https://openalex.org/keywords/software-metrics","display_name":"software metrics","score":0.8529999852180481},{"id":"https://openalex.org/keywords/source-code-repositories","display_name":"software repositories","score":0.7699999809265137},{"id":"https://openalex.org/keywords/software-quality","display_name":"software quality","score":0.4490000009536743},{"id":"https://openalex.org/keywords/ensemble-voting","display_name":"ensemble voting","score":0.5929999947547913},{"id":"https://openalex.org/keywords/naive-bayes","display_name":"naive Bayes","score":0.843999981880188},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.925000011920929},{"id":"https://openalex.org/keywords/decision-tree","display_name":"decision tree","score":0.9829999804496765}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7693967819213867},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.6409875154495239},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.554904580116272},{"id":"https://openalex.org/C117447612","wikidata":"https://www.wikidata.org/wiki/Q1412670","display_name":"Software quality","level":4,"score":0.5285386443138123},{"id":"https://openalex.org/C1009929","wikidata":"https://www.wikidata.org/wiki/Q179550","display_name":"Software bug","level":3,"score":0.4932965636253357},{"id":"https://openalex.org/C201515116","wikidata":"https://www.wikidata.org/wiki/Q7554363","display_name":"Software sizing","level":5,"score":0.46409812569618225},{"id":"https://openalex.org/C82214349","wikidata":"https://www.wikidata.org/wiki/Q657339","display_name":"Software metric","level":5,"score":0.4403385818004608},{"id":"https://openalex.org/C48002344","wikidata":"https://www.wikidata.org/wiki/Q2919644","display_name":"Verification and validation","level":2,"score":0.4240611791610718},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.4214109182357788},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.38873291015625},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.378355473279953},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.15102645754814148},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09924256801605225},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1016/j.asej.2014.09.007","doi":"https://doi.org/10.1016/j.asej.2014.09.007","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.asej.2014.09.007","pdf_url":"https://www.sciencedirect.com/science/article/pii/S209044791400121X/pdf","source":{"id":"https://openalex.org/S2764993483","display_name":"Ain Shams Engineering Journal","issn_l":"2090-4479","issn":["2090-4479","2090-4495"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","norway-1","poland-100"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Ain Shams Engineering Journal","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:ac36491e79f9404d928aef84aa034399","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/ac36491e79f9404d928aef84aa034399","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Ain Shams Engineering Journal, Vol 6, Iss 1, Pp 133-144 (2015)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1016/j.asej.2014.09.007","doi":"https://doi.org/10.1016/j.asej.2014.09.007","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.asej.2014.09.007","pdf_url":"https://www.sciencedirect.com/science/article/pii/S209044791400121X/pdf","source":{"id":"https://openalex.org/S2764993483","display_name":"Ain Shams Engineering Journal","issn_l":"2090-4479","issn":["2090-4479","2090-4495"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","norway-1","poland-100"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Ain Shams Engineering Journal","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320306101","display_name":"National Aeronautics and Space Administration","ror":"https://ror.org/027ka1x80"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2040679392.pdf","grobid_xml":"https://content.openalex.org/works/W2040679392.grobid-xml"},"referenced_works_count":87,"referenced_works":["https://openalex.org/W14024862","https://openalex.org/W72786364","https://openalex.org/W75627935","https://openalex.org/W76990466","https://openalex.org/W145304327","https://openalex.org/W202594383","https://openalex.org/W1479813514","https://openalex.org/W1494984305","https://openalex.org/W1512128027","https://openalex.org/W1527325023","https://openalex.org/W1528489386","https://openalex.org/W1531631361","https://openalex.org/W1538639988","https://openalex.org/W1554055400","https://openalex.org/W1569909748","https://openalex.org/W1571376877","https://openalex.org/W1885918936","https://openalex.org/W1964962870","https://openalex.org/W1975040830","https://openalex.org/W1976551120","https://openalex.org/W1980153905","https://openalex.org/W1983024824","https://openalex.org/W1983554615","https://openalex.org/W1986736724","https://openalex.org/W1990393403","https://openalex.org/W1995340053","https://openalex.org/W1999522529","https://openalex.org/W1999785511","https://openalex.org/W2004619528","https://openalex.org/W2005227631","https://openalex.org/W2028753879","https://openalex.org/W2035602304","https://openalex.org/W2063255898","https://openalex.org/W2070527651","https://openalex.org/W2072645748","https://openalex.org/W2075907675","https://openalex.org/W2081004173","https://openalex.org/W2100034782","https://openalex.org/W2101728371","https://openalex.org/W2105776892","https://openalex.org/W2111235104","https://openalex.org/W2120692198","https://openalex.org/W2120999344","https://openalex.org/W2130128436","https://openalex.org/W2130984650","https://openalex.org/W2131061493","https://openalex.org/W2131239152","https://openalex.org/W2131891947","https://openalex.org/W2133575467","https://openalex.org/W2143637886","https://openalex.org/W2145800213","https://openalex.org/W2146338950","https://openalex.org/W2147127761","https://openalex.org/W2148727930","https://openalex.org/W2150874999","https://openalex.org/W2151666086","https://openalex.org/W2153426546","https://openalex.org/W2155068063","https://openalex.org/W2160988203","https://openalex.org/W2163420043","https://openalex.org/W2163732854","https://openalex.org/W2164355159","https://openalex.org/W2164818334","https://openalex.org/W2170230143","https://openalex.org/W2172232422","https://openalex.org/W2183318680","https://openalex.org/W2186317664","https://openalex.org/W2214486438","https://openalex.org/W2332678043","https://openalex.org/W2401615183","https://openalex.org/W2477679966","https://openalex.org/W2493479277","https://openalex.org/W2914107254","https://openalex.org/W2987067508","https://openalex.org/W3005805959","https://openalex.org/W3141989311","https://openalex.org/W3143096207","https://openalex.org/W3150398401","https://openalex.org/W4229911753","https://openalex.org/W4231992416","https://openalex.org/W4240397261","https://openalex.org/W4246635748","https://openalex.org/W4248208743","https://openalex.org/W4250931140","https://openalex.org/W4254702186","https://openalex.org/W4302320455","https://openalex.org/W6828860148"],"related_works":["https://openalex.org/W2351791237","https://openalex.org/W2340782033","https://openalex.org/W4256288556","https://openalex.org/W4400096076","https://openalex.org/W4303457049","https://openalex.org/W4390741261","https://openalex.org/W2316607221","https://openalex.org/W4292215451","https://openalex.org/W25198546","https://openalex.org/W2155068063"],"abstract_inverted_index":{"Large":[0],"software":[1,18,21,36,42,73,96],"projects":[2,28],"are":[3,30,118],"subject":[4],"to":[5,63,80,104],"quality":[6],"risks":[7],"of":[8,26,32,44,51,72],"having":[9],"defective":[10,49,70],"modules":[11,46],"that":[12,29,67,89],"will":[13],"cause":[14],"failures":[15],"during":[16],"the":[17,41,48,65,69,82,94,106,116,134,138,142],"execution.":[19],"Several":[20],"repositories":[22,37],"contain":[23],"source":[24],"code":[25],"large":[27],"composed":[31],"many":[33],"modules.":[34,74],"These":[35],"include":[38],"data":[39,58,86,101],"for":[40],"metrics":[43,98],"these":[45],"and":[47,99,141],"state":[50,71],"each":[52],"module.":[53],"In":[54],"this":[55],"paper,":[56],"a":[57],"mining":[59,87],"approach":[60],"is":[61,78,128],"used":[62],"show":[64,110],"attributes":[66],"predict":[68],"Software":[75],"solution":[76],"architecture":[77],"proposed":[79],"convert":[81],"extracted":[83],"knowledge":[84],"into":[85],"models":[88],"can":[90],"be":[91],"integrated":[92],"with":[93],"current":[95],"project":[97],"bugs":[100],"in":[102],"order":[103],"enhance":[105],"prediction.":[107],"The":[108],"results":[109],"better":[111],"prediction":[112],"capabilities":[113],"when":[114],"all":[115],"algorithms":[117],"combined":[119],"using":[120],"weighted":[121],"votes.":[122],"When":[123],"only":[124],"one":[125],"individual":[126],"algorithm":[127,132],"used,":[129],"Na\u00efve":[130],"Bayes":[131],"has":[133],"best":[135],"results,":[136],"then":[137],"Neural":[139],"Network":[140],"Decision":[143],"Trees":[144],"algorithms.":[145]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2016-06-24T00:00:00"}
