{"id":"https://openalex.org/W3129856186","doi":"https://doi.org/10.4018/ijitsa.2021010104","title":"An Empirical Study on Software Fault Prediction Using Product and Process Metrics","display_name":"An Empirical Study on Software Fault Prediction Using Product and Process Metrics","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3129856186","doi":"https://doi.org/10.4018/ijitsa.2021010104","mag":"3129856186"},"language":"en","primary_location":{"id":"doi:10.4018/ijitsa.2021010104","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijitsa.2021010104","pdf_url":null,"source":{"id":"https://openalex.org/S164667806","display_name":"International Journal of Information Technologies and Systems Approach","issn_l":"1935-570X","issn":["1935-570X","1935-5718"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Information Technologies and Systems Approach","raw_type":"journal-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/A5028193902","display_name":"Raed Shatnawi","orcid":"https://orcid.org/0000-0001-7777-1370"},"institutions":[{"id":"https://openalex.org/I156983542","display_name":"Jordan University of Science and Technology","ror":"https://ror.org/03y8mtb59","country_code":"JO","type":"education","lineage":["https://openalex.org/I156983542"]}],"countries":["JO"],"is_corresponding":true,"raw_author_name":"Raed Shatnawi","raw_affiliation_strings":["Software Engineering Department, Jordan University of Science and Technology, Irbid, Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Software Engineering Department, Jordan University of Science and Technology, Irbid, Jordan","institution_ids":["https://openalex.org/I156983542"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100660168","display_name":"Alok Mishra","orcid":"https://orcid.org/0000-0003-1275-2050"},"institutions":[{"id":"https://openalex.org/I182204967","display_name":"Molde University College","ror":"https://ror.org/00kxjcd28","country_code":"NO","type":"education","lineage":["https://openalex.org/I182204967"]},{"id":"https://openalex.org/I45542416","display_name":"Atilim University","ror":"https://ror.org/04pd3v454","country_code":"TR","type":"education","lineage":["https://openalex.org/I45542416"]}],"countries":["NO","TR"],"is_corresponding":false,"raw_author_name":"Alok Mishra","raw_affiliation_strings":["Atilim University, Ankara, Turkey & Molde University College-Specialized Univ. in Logistics, Norway"],"raw_orcid":"https://orcid.org/0000-0003-1275-2050","affiliations":[{"raw_affiliation_string":"Atilim University, Ankara, Turkey & Molde University College-Specialized Univ. in Logistics, Norway","institution_ids":["https://openalex.org/I182204967","https://openalex.org/I45542416"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5028193902"],"corresponding_institution_ids":["https://openalex.org/I156983542"],"apc_list":null,"apc_paid":null,"fwci":0.5695,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.71009802,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"14","issue":"1","first_page":"62","last_page":"78"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":1.0,"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":1.0,"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":0.9984999895095825,"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/T12127","display_name":"Software System Performance and Reliability","score":0.9937000274658203,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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-metric","display_name":"Software metric","score":0.732620358467102},{"id":"https://openalex.org/keywords/product-metric","display_name":"Product metric","score":0.721944272518158},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6671628952026367},{"id":"https://openalex.org/keywords/goal-driven-software-development-process","display_name":"Goal-Driven Software Development Process","score":0.5962471961975098},{"id":"https://openalex.org/keywords/software-quality","display_name":"Software quality","score":0.5754575133323669},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.5630093812942505},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5311141610145569},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.5128960609436035},{"id":"https://openalex.org/keywords/software-development-process","display_name":"Software development process","score":0.5046848058700562},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4916401505470276},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4872135519981384},{"id":"https://openalex.org/keywords/software-measurement","display_name":"Software measurement","score":0.4469984471797943},{"id":"https://openalex.org/keywords/software-sizing","display_name":"Software sizing","score":0.4393481910228729},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.4379819631576538},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4363182783126831},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4208078384399414},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.38814207911491394},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38608241081237793},{"id":"https://openalex.org/keywords/software-construction","display_name":"Software construction","score":0.35687315464019775},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17811042070388794},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.059998124837875366},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.05997428297996521}],"concepts":[{"id":"https://openalex.org/C82214349","wikidata":"https://www.wikidata.org/wiki/Q657339","display_name":"Software metric","level":5,"score":0.732620358467102},{"id":"https://openalex.org/C154497576","wikidata":"https://www.wikidata.org/wiki/Q7247777","display_name":"Product metric","level":3,"score":0.721944272518158},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6671628952026367},{"id":"https://openalex.org/C42669973","wikidata":"https://www.wikidata.org/wiki/Q5575145","display_name":"Goal-Driven Software Development Process","level":5,"score":0.5962471961975098},{"id":"https://openalex.org/C117447612","wikidata":"https://www.wikidata.org/wiki/Q1412670","display_name":"Software quality","level":4,"score":0.5754575133323669},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.5630093812942505},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5311141610145569},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.5128960609436035},{"id":"https://openalex.org/C180152950","wikidata":"https://www.wikidata.org/wiki/Q2904257","display_name":"Software development process","level":4,"score":0.5046848058700562},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4916401505470276},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4872135519981384},{"id":"https://openalex.org/C89567784","wikidata":"https://www.wikidata.org/wiki/Q7554325","display_name":"Software measurement","level":5,"score":0.4469984471797943},{"id":"https://openalex.org/C201515116","wikidata":"https://www.wikidata.org/wiki/Q7554363","display_name":"Software sizing","level":5,"score":0.4393481910228729},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.4379819631576538},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4363182783126831},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4208078384399414},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.38814207911491394},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38608241081237793},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.35687315464019775},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17811042070388794},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.059998124837875366},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.05997428297996521},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C198043062","wikidata":"https://www.wikidata.org/wiki/Q180953","display_name":"Metric space","level":2,"score":0.0},{"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.4018/ijitsa.2021010104","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijitsa.2021010104","pdf_url":null,"source":{"id":"https://openalex.org/S164667806","display_name":"International Journal of Information Technologies and Systems Approach","issn_l":"1935-570X","issn":["1935-570X","1935-5718"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Information Technologies and Systems Approach","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.49000000953674316,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W189600981","https://openalex.org/W1210281339","https://openalex.org/W1701267535","https://openalex.org/W1985797722","https://openalex.org/W1990011043","https://openalex.org/W2019338079","https://openalex.org/W2045116160","https://openalex.org/W2048456683","https://openalex.org/W2057622944","https://openalex.org/W2078692096","https://openalex.org/W2099794800","https://openalex.org/W2099919734","https://openalex.org/W2105776892","https://openalex.org/W2118978333","https://openalex.org/W2120457925","https://openalex.org/W2121866145","https://openalex.org/W2122402375","https://openalex.org/W2127623179","https://openalex.org/W2147169507","https://openalex.org/W2151666086","https://openalex.org/W2158864412","https://openalex.org/W2160928200","https://openalex.org/W2160958420","https://openalex.org/W2160988203","https://openalex.org/W2161482408","https://openalex.org/W2295703381","https://openalex.org/W2403231226","https://openalex.org/W2587703861","https://openalex.org/W2737319015","https://openalex.org/W3141989311"],"related_works":["https://openalex.org/W2159449405","https://openalex.org/W2609860947","https://openalex.org/W2117554915","https://openalex.org/W56207139","https://openalex.org/W2907869806","https://openalex.org/W2157556366","https://openalex.org/W2403247063","https://openalex.org/W98685208","https://openalex.org/W3129856186","https://openalex.org/W2015968392"],"abstract_inverted_index":{"Product":[0],"and":[1,9,19,89,94,108,114,138],"process":[2,50,67,82,117,126],"metrics":[3,51,83,106,127,131],"are":[4,14,92,132],"measured":[5,69],"from":[6,43,70],"the":[7,29,47,63,71,115,125],"development":[8,30],"evolution":[10,53,72],"of":[11,16,49,73,86,112,136],"software.":[12],"Metrics":[13],"indicators":[15],"software":[17,58,74,79,137,142],"fault-proneness":[18,39,77],"advanced":[20],"models":[21],"using":[22,104,109],"machine":[23],"learning":[24],"can":[25],"be":[26],"provided":[27],"to":[28,32,57,75],"team":[31],"select":[33],"modules":[34,87],"for":[35,96,145],"further":[36],"inspection.":[37],"Most":[38],"classifiers":[40,120],"were":[41,102,128],"built":[42,103],"product":[44,105,113],"metrics.":[45],"However,":[46],"inclusion":[48],"adds":[52],"as":[54],"a":[55,66,110],"factor":[56],"quality.":[59],"In":[60],"this":[61],"work,":[62],"authors":[64],"propose":[65],"metric":[68],"predict":[76],"in":[78,140],"models.":[80],"The":[81,119],"measures":[84],"change-proneness":[85],"(classes":[88],"interfaces).":[90],"Classifiers":[91,101],"trained":[93],"tested":[95],"five":[97],"large":[98],"open-source":[99],"systems.":[100],"alone":[107],"combination":[111],"proposed":[116],"metric.":[118],"evaluation":[121],"shows":[122],"improvements":[123],"whenever":[124],"used.":[129],"Evolution":[130],"correlated":[133],"with":[134],"quality":[135,143],"helps":[139],"improving":[141],"prediction":[144],"future":[146],"releases.":[147]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
