{"id":"https://openalex.org/W4405366732","doi":"https://doi.org/10.3390/computers13120335","title":"Software Reliability Prediction Based on Recurrent Neural Network and Ensemble Method","display_name":"Software Reliability Prediction Based on Recurrent Neural Network and Ensemble Method","publication_year":2024,"publication_date":"2024-12-13","ids":{"openalex":"https://openalex.org/W4405366732","doi":"https://doi.org/10.3390/computers13120335"},"language":"en","primary_location":{"id":"doi:10.3390/computers13120335","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers13120335","pdf_url":"https://www.mdpi.com/2073-431X/13/12/335/pdf?version=1734098140","source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2073-431X/13/12/335/pdf?version=1734098140","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5112130616","display_name":"Wafa Saad Alshehri","orcid":"https://orcid.org/0000-0002-2294-6716"},"institutions":[{"id":"https://openalex.org/I179331831","display_name":"Taif University","ror":"https://ror.org/014g1a453","country_code":"SA","type":"education","lineage":["https://openalex.org/I179331831"]},{"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":true,"raw_author_name":"Wafa Alshehri","raw_affiliation_strings":["Department of Computer Science, King Abdulaziz University, Jeddah 21589, Saudi Arabia","Department of Computer Science, Taif University, Taif 21944, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, King Abdulaziz University, Jeddah 21589, Saudi Arabia","institution_ids":["https://openalex.org/I185163786"]},{"raw_affiliation_string":"Department of Computer Science, Taif University, Taif 21944, Saudi Arabia","institution_ids":["https://openalex.org/I179331831"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028123474","display_name":"Salma Kammoun Jarraya","orcid":"https://orcid.org/0000-0003-1086-6599"},"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":true,"raw_author_name":"Salma Kammoun Jarraya","raw_affiliation_strings":["Department of Computer Science, King Abdulaziz University, Jeddah 21589, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, King Abdulaziz University, Jeddah 21589, Saudi Arabia","institution_ids":["https://openalex.org/I185163786"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017043427","display_name":"Arwa Allinjawi","orcid":"https://orcid.org/0000-0001-5568-9915"},"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":"Arwa Allinjawi","raw_affiliation_strings":["Department of Computer Science, King Abdulaziz University, Jeddah 21589, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, King Abdulaziz University, Jeddah 21589, Saudi Arabia","institution_ids":["https://openalex.org/I185163786"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5028123474","https://openalex.org/A5112130616"],"corresponding_institution_ids":["https://openalex.org/I179331831","https://openalex.org/I185163786"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":0.5041,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.72747981,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"13","issue":"12","first_page":"335","last_page":"335"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12423","display_name":"Software Reliability and Analysis Research","score":1.0,"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":1.0,"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":0.9955000281333923,"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/T10780","display_name":"Reliability and Maintenance Optimization","score":0.9937000274658203,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6990596652030945},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6924657225608826},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.6178427934646606},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5306519269943237},{"id":"https://openalex.org/keywords/software-quality","display_name":"Software quality","score":0.45479705929756165},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.422794371843338},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40104690194129944},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.3815203905105591},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3356465995311737},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.14697960019111633},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10461992025375366},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.06988635659217834}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6990596652030945},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6924657225608826},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.6178427934646606},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5306519269943237},{"id":"https://openalex.org/C117447612","wikidata":"https://www.wikidata.org/wiki/Q1412670","display_name":"Software quality","level":4,"score":0.45479705929756165},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.422794371843338},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40104690194129944},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.3815203905105591},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3356465995311737},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.14697960019111633},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10461992025375366},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.06988635659217834},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/computers13120335","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers13120335","pdf_url":"https://www.mdpi.com/2073-431X/13/12/335/pdf?version=1734098140","source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:4a70d9a11af74cf3a296ad738dfab069","is_oa":true,"landing_page_url":"https://doaj.org/article/4a70d9a11af74cf3a296ad738dfab069","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computers, Vol 13, Iss 12, p 335 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/computers13120335","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers13120335","pdf_url":"https://www.mdpi.com/2073-431X/13/12/335/pdf?version=1734098140","source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.5699999928474426,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322322","display_name":"King Abdulaziz University","ror":"https://ror.org/02ma4wv74"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4405366732.pdf","grobid_xml":"https://content.openalex.org/works/W4405366732.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W22166167","https://openalex.org/W1709132642","https://openalex.org/W1969072159","https://openalex.org/W1971827963","https://openalex.org/W1980539682","https://openalex.org/W1980595883","https://openalex.org/W2015988374","https://openalex.org/W2018411089","https://openalex.org/W2045856768","https://openalex.org/W2047627188","https://openalex.org/W2059973014","https://openalex.org/W2067453454","https://openalex.org/W2125639836","https://openalex.org/W2487770199","https://openalex.org/W2554689039","https://openalex.org/W2738250837","https://openalex.org/W2765448079","https://openalex.org/W2789758093","https://openalex.org/W2899154025","https://openalex.org/W2944112738","https://openalex.org/W3164563715","https://openalex.org/W3199854011","https://openalex.org/W3206111435","https://openalex.org/W4221033216","https://openalex.org/W4229334739","https://openalex.org/W4283020625","https://openalex.org/W4285240426","https://openalex.org/W4313218373","https://openalex.org/W4379056142","https://openalex.org/W4389056058","https://openalex.org/W4401034551","https://openalex.org/W4402897325","https://openalex.org/W6678503202","https://openalex.org/W6811481037","https://openalex.org/W6840024153"],"related_works":["https://openalex.org/W2033512842","https://openalex.org/W4233600955","https://openalex.org/W4322734194","https://openalex.org/W3116237489","https://openalex.org/W4404996554","https://openalex.org/W2913665393","https://openalex.org/W2369695847","https://openalex.org/W3005535424","https://openalex.org/W2994319598","https://openalex.org/W2047067935"],"abstract_inverted_index":{"Software":[0],"reliability":[1,23,28,58,75,115],"is":[2,12,101],"a":[3,36,69,95],"crucial":[4],"factor":[5],"in":[6,44,77],"determining":[7],"software":[8,18,22,27,57,74,114],"quality":[9],"quantitatively.":[10],"It":[11],"also":[13],"used":[14],"to":[15,52,61,109,131],"estimate":[16],"the":[17,106,111,121],"testing":[19,76],"duration.":[20],"In":[21,64],"testing,":[24],"traditional":[25],"parametric":[26,38,62],"growth":[29],"models":[30,49],"(SRGMs)":[31],"are":[32],"effectively":[33],"used.":[34],"Nevertheless,":[35],"single":[37,134],"model":[39,99,123],"cannot":[40],"provide":[41],"accurate":[42,127],"predictions":[43],"all":[45],"cases.":[46],"Moreover,":[47],"non-parametric":[48],"have":[50],"proven":[51],"be":[53],"efficient":[54],"for":[55,73],"predicting":[56],"as":[59],"alternatives":[60],"models.":[63,139],"this":[65],"paper,":[66],"we":[67,82],"adopted":[68],"deep":[70,97],"learning":[71],"method":[72,108],"computer":[78,86],"vision":[79,87],"systems.":[80],"Also,":[81],"focused":[83],"on":[84,105],"critical":[85],"applications":[88],"that":[89,100],"need":[90],"high":[91],"reliability.":[92],"We":[93],"propose":[94],"new":[96,122],"learning-based":[98],"combined":[102],"and":[103],"based":[104,138],"ensemble":[107],"improve":[110],"performance":[112],"of":[113,120],"testing.":[116],"The":[117],"experimental":[118],"results":[119],"architecture":[124],"present":[125],"fairly":[126],"predictive":[128],"capability":[129],"compared":[130],"other":[132],"existing":[133],"Neural":[135],"Network":[136],"(NN)":[137]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-10T14:07:55.174380","created_date":"2025-10-10T00:00:00"}
