{"id":"https://openalex.org/W2920815048","doi":"https://doi.org/10.1109/ai4i.2018.8665686","title":"Predicting Defect-Prone Software Modules Using Shifted-Scaled Dirichlet Distribution","display_name":"Predicting Defect-Prone Software Modules Using Shifted-Scaled Dirichlet Distribution","publication_year":2018,"publication_date":"2018-09-01","ids":{"openalex":"https://openalex.org/W2920815048","doi":"https://doi.org/10.1109/ai4i.2018.8665686","mag":"2920815048"},"language":"en","primary_location":{"id":"doi:10.1109/ai4i.2018.8665686","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ai4i.2018.8665686","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 First International Conference on Artificial Intelligence for Industries (AI4I)","raw_type":"proceedings-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/A5014792734","display_name":"Rua Alsuroji","orcid":null},"institutions":[{"id":"https://openalex.org/I199693650","display_name":"Umm al-Qura University","ror":"https://ror.org/01xjqrm90","country_code":"SA","type":"education","lineage":["https://openalex.org/I199693650"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Rua Alsuroji","raw_affiliation_strings":["College of Computers and Information Systems, Umm Al-Oura University, Makkah, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computers and Information Systems, Umm Al-Oura University, Makkah, Saudi Arabia","institution_ids":["https://openalex.org/I199693650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090600716","display_name":"Nizar Bouguila","orcid":"https://orcid.org/0000-0001-7224-7940"},"institutions":[{"id":"https://openalex.org/I60158472","display_name":"Concordia University","ror":"https://ror.org/0420zvk78","country_code":"CA","type":"education","lineage":["https://openalex.org/I60158472"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Nizar Bouguila","raw_affiliation_strings":["Concordia Institute for Information Systems Engineering (CIISE), Concordia University, Montreal, QC, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Concordia Institute for Information Systems Engineering (CIISE), Concordia University, Montreal, QC, Canada","institution_ids":["https://openalex.org/I60158472"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060719711","display_name":"Nuha Zamzami","orcid":"https://orcid.org/0000-0001-9328-9218"},"institutions":[{"id":"https://openalex.org/I185163786","display_name":"King Abdulaziz University","ror":"https://ror.org/02ma4wv74","country_code":"SA","type":"education","lineage":["https://openalex.org/I185163786"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Nuha Zamzami","raw_affiliation_strings":["Faculty of Computing and Information Technology, King Abdulaziz University, Jeddah, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computing and Information Technology, King Abdulaziz University, Jeddah, Saudi Arabia","institution_ids":["https://openalex.org/I185163786"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.8488,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.87487467,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"1","issue":null,"first_page":"15","last_page":"18"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12423","display_name":"Software Reliability and Analysis Research","score":0.998199999332428,"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"}},"topics":[{"id":"https://openalex.org/T12423","display_name":"Software Reliability and Analysis Research","score":0.998199999332428,"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/T10260","display_name":"Software Engineering Research","score":0.9973999857902527,"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/T11901","display_name":"Bayesian Methods and Mixture Models","score":0.9248999953269958,"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/computer-science","display_name":"Computer science","score":0.6690971255302429},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6118782758712769},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5640053749084473},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.5516237616539001},{"id":"https://openalex.org/keywords/software-quality","display_name":"Software quality","score":0.5515682697296143},{"id":"https://openalex.org/keywords/categorization","display_name":"Categorization","score":0.515226423740387},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4280783534049988},{"id":"https://openalex.org/keywords/software-metric","display_name":"Software metric","score":0.4230020046234131},{"id":"https://openalex.org/keywords/software-quality-assurance","display_name":"Software quality assurance","score":0.4129626750946045},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33011552691459656},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.30331873893737793},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.27936190366744995},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.22115418314933777},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.07126021385192871}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6690971255302429},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6118782758712769},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5640053749084473},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.5516237616539001},{"id":"https://openalex.org/C117447612","wikidata":"https://www.wikidata.org/wiki/Q1412670","display_name":"Software quality","level":4,"score":0.5515682697296143},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.515226423740387},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4280783534049988},{"id":"https://openalex.org/C82214349","wikidata":"https://www.wikidata.org/wiki/Q657339","display_name":"Software metric","level":5,"score":0.4230020046234131},{"id":"https://openalex.org/C2776969324","wikidata":"https://www.wikidata.org/wiki/Q613918","display_name":"Software quality assurance","level":5,"score":0.4129626750946045},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33011552691459656},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.30331873893737793},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.27936190366744995},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.22115418314933777},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.07126021385192871},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ai4i.2018.8665686","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ai4i.2018.8665686","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 First International Conference on Artificial Intelligence for Industries (AI4I)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.5}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W25198546","https://openalex.org/W99953220","https://openalex.org/W190008395","https://openalex.org/W584423923","https://openalex.org/W1953794278","https://openalex.org/W1982004548","https://openalex.org/W1983030745","https://openalex.org/W1983249544","https://openalex.org/W2009152144","https://openalex.org/W2015245929","https://openalex.org/W2049633694","https://openalex.org/W2074805796","https://openalex.org/W2096784803","https://openalex.org/W2117853077","https://openalex.org/W2120999344","https://openalex.org/W2133711389","https://openalex.org/W2138827327","https://openalex.org/W2143712427","https://openalex.org/W2164818334","https://openalex.org/W2170902875","https://openalex.org/W2234017497","https://openalex.org/W2589382121","https://openalex.org/W2612562696","https://openalex.org/W2743326897","https://openalex.org/W2784377100","https://openalex.org/W2797808779","https://openalex.org/W2948938648","https://openalex.org/W3126126322","https://openalex.org/W4238411040","https://openalex.org/W4253803149","https://openalex.org/W6601059734"],"related_works":["https://openalex.org/W82714704","https://openalex.org/W1519020487","https://openalex.org/W2382583096","https://openalex.org/W147463599","https://openalex.org/W2169893063","https://openalex.org/W1580492598","https://openalex.org/W2078744341","https://openalex.org/W2063804173","https://openalex.org/W2994240680","https://openalex.org/W1602996893"],"abstract_inverted_index":{"Effective":[0],"prediction":[1,92],"of":[2,83,94],"defect-prone":[3,77],"software":[4,7,78],"modules":[5,79],"enables":[6],"developers":[8],"to":[9,35,98],"avoid":[10],"the":[11,49,66,81,91],"expensive":[12],"costs":[13],"in":[14,39,75,80],"resources":[15],"and":[16,21,71],"efforts":[17],"they":[18],"might":[19],"expense,":[20],"focus":[22],"efficiently":[23,57],"on":[24],"quality":[25],"assurance":[26],"activities.":[27],"Different":[28],"classification":[29],"methods":[30],"have":[31],"been":[32,56],"applied":[33,58],"previously":[34,100],"categorize":[36],"a":[37,40],"module":[38],"system":[41],"into":[42],"two":[43],"classes;":[44],"defective":[45],"or":[46],"non-defective.":[47],"Among":[48],"successful":[50],"approaches,":[51],"finite":[52],"mixture":[53],"modeling":[54],"has":[55],"for":[59],"solving":[60],"this":[61],"problem.":[62],"This":[63],"paper":[64],"proposes":[65],"shifted-scaled":[67],"Dirichlet":[68],"model":[69],"(SSDM)":[70],"evaluates":[72],"its":[73],"capability":[74],"predicting":[76],"context":[82],"four":[84],"NASA":[85],"datasets.":[86],"The":[87],"results":[88],"indicate":[89],"that":[90],"performance":[93],"SSDM":[95],"is":[96],"competitive":[97],"some":[99],"used":[101],"generative":[102],"models.":[103]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}