{"id":"https://openalex.org/W4283449940","doi":"https://doi.org/10.3390/axioms11070305","title":"Software Defects Prediction Based on Hybrid Beetle Antennae Search Algorithm and Artificial Bee Colony Algorithm with Comparison","display_name":"Software Defects Prediction Based on Hybrid Beetle Antennae Search Algorithm and Artificial Bee Colony Algorithm with Comparison","publication_year":2022,"publication_date":"2022-06-24","ids":{"openalex":"https://openalex.org/W4283449940","doi":"https://doi.org/10.3390/axioms11070305"},"language":"en","primary_location":{"id":"doi:10.3390/axioms11070305","is_oa":true,"landing_page_url":"https://doi.org/10.3390/axioms11070305","pdf_url":"https://www.mdpi.com/2075-1680/11/7/305/pdf?version=1656062232","source":{"id":"https://openalex.org/S4210173132","display_name":"Axioms","issn_l":"2075-1680","issn":["2075-1680"],"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":"Axioms","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2075-1680/11/7/305/pdf?version=1656062232","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100342828","display_name":"Ya Zhang","orcid":"https://orcid.org/0000-0002-5390-9053"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ya Zhang","raw_affiliation_strings":["College of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing 211100, China","Department of Information Technology Research, Jiangsu Automation Research Institute, Lianyungang 222000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing 211100, China","institution_ids":["https://openalex.org/I9842412"]},{"raw_affiliation_string":"Department of Information Technology Research, Jiangsu Automation Research Institute, Lianyungang 222000, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100358998","display_name":"Tong Li","orcid":"https://orcid.org/0000-0001-8241-4343"},"institutions":[{"id":"https://openalex.org/I4210096899","display_name":"Jiangsu University of Science and Technology","ror":"https://ror.org/00tyjp878","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210096899"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tong Li","raw_affiliation_strings":["Ocean College, Jiangsu University of Science and Technology, Zhenjiang 212003, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ocean College, Jiangsu University of Science and Technology, Zhenjiang 212003, China","institution_ids":["https://openalex.org/I4210096899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028555411","display_name":"Zhen Li","orcid":"https://orcid.org/0000-0002-6743-4829"},"institutions":[{"id":"https://openalex.org/I4210096899","display_name":"Jiangsu University of Science and Technology","ror":"https://ror.org/00tyjp878","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210096899"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhen Li","raw_affiliation_strings":["Ocean College, Jiangsu University of Science and Technology, Zhenjiang 212003, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ocean College, Jiangsu University of Science and Technology, Zhenjiang 212003, China","institution_ids":["https://openalex.org/I4210096899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101457373","display_name":"Yumei Wu","orcid":"https://orcid.org/0000-0002-2242-9348"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yu-Mei Wu","raw_affiliation_strings":["School of Reliability and Systems Engineering, Beihang University, Beijing 100191, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Reliability and Systems Engineering, Beihang University, Beijing 100191, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101642697","display_name":"Hong Miao","orcid":"https://orcid.org/0000-0003-2477-8696"},"institutions":[{"id":"https://openalex.org/I4210096899","display_name":"Jiangsu University of Science and Technology","ror":"https://ror.org/00tyjp878","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210096899"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hong Miao","raw_affiliation_strings":["School of Economics and Management, Jiangsu University of Science and Technology, Zhenjiang 212100, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Economics and Management, Jiangsu University of Science and Technology, Zhenjiang 212100, China","institution_ids":["https://openalex.org/I4210096899"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101457373"],"corresponding_institution_ids":["https://openalex.org/I82880672"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":1.1067,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.76702619,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":"11","issue":"7","first_page":"305","last_page":"305"},"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":0.9980000257492065,"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9969000220298767,"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/algorithm","display_name":"Algorithm","score":0.79224693775177},{"id":"https://openalex.org/keywords/artificial-bee-colony-algorithm","display_name":"Artificial bee colony algorithm","score":0.6843799948692322},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6588731408119202},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.6225780844688416},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.6170510053634644},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5358036756515503},{"id":"https://openalex.org/keywords/hybrid-algorithm","display_name":"Hybrid algorithm (constraint satisfaction)","score":0.5079990029335022},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.5016438961029053},{"id":"https://openalex.org/keywords/software-quality","display_name":"Software quality","score":0.46247756481170654},{"id":"https://openalex.org/keywords/search-algorithm","display_name":"Search algorithm","score":0.43326616287231445},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.4296955466270447},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.29106783866882324},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.24063551425933838},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.23972195386886597}],"concepts":[{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.79224693775177},{"id":"https://openalex.org/C97133563","wikidata":"https://www.wikidata.org/wiki/Q4801057","display_name":"Artificial bee colony algorithm","level":2,"score":0.6843799948692322},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6588731408119202},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.6225780844688416},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.6170510053634644},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5358036756515503},{"id":"https://openalex.org/C62469222","wikidata":"https://www.wikidata.org/wiki/Q17092103","display_name":"Hybrid algorithm (constraint satisfaction)","level":5,"score":0.5079990029335022},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.5016438961029053},{"id":"https://openalex.org/C117447612","wikidata":"https://www.wikidata.org/wiki/Q1412670","display_name":"Software quality","level":4,"score":0.46247756481170654},{"id":"https://openalex.org/C125583679","wikidata":"https://www.wikidata.org/wiki/Q755673","display_name":"Search algorithm","level":2,"score":0.43326616287231445},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.4296955466270447},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.29106783866882324},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.24063551425933838},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.23972195386886597},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C44616089","wikidata":"https://www.wikidata.org/wiki/Q30158686","display_name":"Constraint satisfaction","level":3,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C176783269","wikidata":"https://www.wikidata.org/wiki/Q5164378","display_name":"Constraint logic programming","level":4,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","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},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/axioms11070305","is_oa":true,"landing_page_url":"https://doi.org/10.3390/axioms11070305","pdf_url":"https://www.mdpi.com/2075-1680/11/7/305/pdf?version=1656062232","source":{"id":"https://openalex.org/S4210173132","display_name":"Axioms","issn_l":"2075-1680","issn":["2075-1680"],"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":"Axioms","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:ec4010b568b74b7782fa003b0fcc157f","is_oa":true,"landing_page_url":"https://doaj.org/article/ec4010b568b74b7782fa003b0fcc157f","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,"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":"Axioms, Vol 11, Iss 7, p 305 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2075-1680/11/7/305/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/axioms11070305","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Axioms; Volume 11; Issue 7; Pages: 305","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/axioms11070305","is_oa":true,"landing_page_url":"https://doi.org/10.3390/axioms11070305","pdf_url":"https://www.mdpi.com/2075-1680/11/7/305/pdf?version=1656062232","source":{"id":"https://openalex.org/S4210173132","display_name":"Axioms","issn_l":"2075-1680","issn":["2075-1680"],"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":"Axioms","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6378518095","display_name":null,"funder_award_id":"51977101","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4283449940.pdf","grobid_xml":"https://content.openalex.org/works/W4283449940.grobid-xml"},"referenced_works_count":10,"referenced_works":["https://openalex.org/W2337487998","https://openalex.org/W2344928707","https://openalex.org/W2541330249","https://openalex.org/W2761293218","https://openalex.org/W2765845966","https://openalex.org/W2771298823","https://openalex.org/W2803870428","https://openalex.org/W2995073128","https://openalex.org/W3155633934","https://openalex.org/W6822862154"],"related_works":["https://openalex.org/W3083944492","https://openalex.org/W2944955692","https://openalex.org/W2901867447","https://openalex.org/W11982742","https://openalex.org/W2354119057","https://openalex.org/W2191582490","https://openalex.org/W2734832862","https://openalex.org/W2029210669","https://openalex.org/W2794005470","https://openalex.org/W824654545"],"abstract_inverted_index":{"Software":[0,18],"defects":[1,194],"are":[2],"problems":[3],"in":[4,39,69,177,188],"software":[5,25,40,146,193],"that":[6,120,169],"destroy":[7],"normal":[8],"operation":[9],"ability":[10,187],"and":[11,57,71,89,101,115,134,160,165,179,190,197],"reflect":[12],"the":[13,16,24,31,78,86,90,93,99,104,113,116,121,128,145,153,166,185],"quality":[14],"of":[15,92,103,144,192],"software.":[17],"fault":[19],"can":[20],"be":[21],"predicted":[22],"by":[23,84],"reliability":[26,147],"model.":[27,148],"In":[28,75],"this":[29,76,150],"paper,":[30,77],"hybrid":[32,80,122,156,161,195],"algorithm":[33,81,123],"is":[34,58,67,82,96],"applied":[35],"to":[36,60,97,110],"parameter":[37,142],"estimation":[38,143,189],"defect":[41],"prediction.":[42],"As":[43],"a":[44],"biological":[45],"heuristic":[46],"algorithm,":[47,130],"BAS":[48,157,170,196],"(Beetle":[49],"Antennae":[50],"Search":[51],"Algorithm)":[52,66],"has":[53,72,173],"fast":[54],"convergence":[55,100,133,178],"speed":[56],"easy":[59],"implement.":[61],"ABC":[62,159,172],"(Artificial":[63],"Bee":[64],"Colony":[65],"better":[68,174],"optimization":[70],"strong":[73,186],"robustness.":[74],"BAS-ABC":[79],"proposed":[83,94],"mixing":[85],"two":[87],"algorithms":[88],"goal":[91],"method":[95],"improve":[98],"stability":[102],"algorithm.":[105],"Five":[106],"datasets":[107],"were":[108],"used":[109],"carry":[111],"out":[112],"experiments,":[114],"data":[117],"results":[118],"showed":[119],"was":[124,138],"more":[125,139],"accurate":[126],"than":[127],"single":[129],"with":[131],"stronger":[132],"stability,":[135],"so":[136],"it":[137],"suitable":[140],"for":[141],"Meanwhile,":[149],"paper":[151],"implemented":[152],"comparison":[154,182],"between":[155],"+":[158,163,171],"PSO":[162],"SSA,":[164],"result":[167,183],"shows":[168,184],"performance":[175],"both":[176],"stability.":[180],"The":[181],"prediction":[191],"ABC.":[198]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2022-06-26T00:00:00"}