{"id":"https://openalex.org/W3141192584","doi":"https://doi.org/10.1155/2021/6660830","title":"Failure Analysis of Static Analysis Software Module Based on Big Data Tendency Prediction","display_name":"Failure Analysis of Static Analysis Software Module Based on Big Data Tendency Prediction","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3141192584","doi":"https://doi.org/10.1155/2021/6660830","mag":"3141192584"},"language":"en","primary_location":{"id":"doi:10.1155/2021/6660830","is_oa":true,"landing_page_url":"http://doi.org/10.1155/2021/6660830","pdf_url":"https://downloads.hindawi.com/journals/complexity/2021/6660830.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://downloads.hindawi.com/journals/complexity/2021/6660830.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102813224","display_name":"Jian Zhu","orcid":"https://orcid.org/0000-0002-6047-3745"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian Zhu","raw_affiliation_strings":["School of Computer Science, Wuhan University, Wuhan 430072, China","School of Computer Science, Wuhan University, Wuhan 430072"],"raw_orcid":"https://orcid.org/0000-0002-6047-3745","affiliations":[{"raw_affiliation_string":"School of Computer Science, Wuhan University, Wuhan 430072, China","institution_ids":["https://openalex.org/I37461747"]},{"raw_affiliation_string":"School of Computer Science, Wuhan University, Wuhan 430072","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100340561","display_name":"Qian Li","orcid":"https://orcid.org/0000-0002-0674-3361"},"institutions":[{"id":"https://openalex.org/I4210151929","display_name":"Nanning Normal University","ror":"https://ror.org/04dx82x73","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210151929"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qian Li","raw_affiliation_strings":["School of Computer and Information Engineering, Guangxi Vocational Normal University, Nanning 530007, China","School of Computer and Information Engineering, Guangxi Vocational Normal University, Nanning 530007"],"raw_orcid":"https://orcid.org/0000-0002-0674-3361","affiliations":[{"raw_affiliation_string":"School of Computer and Information Engineering, Guangxi Vocational Normal University, Nanning 530007, China","institution_ids":["https://openalex.org/I4210151929"]},{"raw_affiliation_string":"School of Computer and Information Engineering, Guangxi Vocational Normal University, Nanning 530007","institution_ids":["https://openalex.org/I4210151929"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100631935","display_name":"Ying Shi","orcid":"https://orcid.org/0000-0002-1372-7044"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shi Ying","raw_affiliation_strings":["School of Computer Science, Wuhan University, Wuhan 430072, China","School of Computer Science, Wuhan University, Wuhan 430072"],"raw_orcid":"https://orcid.org/0000-0002-1372-7044","affiliations":[{"raw_affiliation_string":"School of Computer Science, Wuhan University, Wuhan 430072, China","institution_ids":["https://openalex.org/I37461747"]},{"raw_affiliation_string":"School of Computer Science, Wuhan University, Wuhan 430072","institution_ids":["https://openalex.org/I37461747"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100631935"],"corresponding_institution_ids":["https://openalex.org/I37461747"],"apc_list":{"value":2300,"currency":"USD","value_usd":2300},"apc_paid":{"value":2300,"currency":"USD","value_usd":2300},"fwci":0.273,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.60417127,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"2021","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.98580002784729,"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"}},"topics":[{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.98580002784729,"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"}},{"id":"https://openalex.org/T12423","display_name":"Software Reliability and Analysis Research","score":0.9815999865531921,"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":0.9700000286102295,"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/computer-science","display_name":"Computer science","score":0.7694619297981262},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.7008562088012695},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5974835753440857},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.4938860535621643},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.41146785020828247},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07038024067878723}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7694619297981262},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.7008562088012695},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5974835753440857},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.4938860535621643},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.41146785020828247},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07038024067878723},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1155/2021/6660830","is_oa":true,"landing_page_url":"http://doi.org/10.1155/2021/6660830","pdf_url":"https://downloads.hindawi.com/journals/complexity/2021/6660830.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:hin:complx:6660830","is_oa":false,"landing_page_url":"http://downloads.hindawi.com/journals/complexity/2021/6660830.xml","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:a7651e95bc7442a29f7eda61d25d2bf5","is_oa":true,"landing_page_url":"https://doaj.org/article/a7651e95bc7442a29f7eda61d25d2bf5","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":"Complexity, Vol 2021 (2021)","raw_type":"article"},{"id":"pmh:oai:hindawi.com:10.1155/2021/6660830","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/6660830","pdf_url":null,"source":{"id":"https://openalex.org/S4306400340","display_name":"Hindawi Journal of Chemistry (Hindawi)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210126990","host_organization_name":"Hindawi (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210126990"],"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":"","raw_type":"Research Article"}],"best_oa_location":{"id":"doi:10.1155/2021/6660830","is_oa":true,"landing_page_url":"http://doi.org/10.1155/2021/6660830","pdf_url":"https://downloads.hindawi.com/journals/complexity/2021/6660830.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2650629966","display_name":null,"funder_award_id":"62072342","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3604779899","display_name":null,"funder_award_id":"61672392","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":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3141192584.pdf","grobid_xml":"https://content.openalex.org/works/W3141192584.grobid-xml"},"referenced_works_count":9,"referenced_works":["https://openalex.org/W2032305183","https://openalex.org/W2172165257","https://openalex.org/W2177982779","https://openalex.org/W2221161303","https://openalex.org/W2263516000","https://openalex.org/W2271497032","https://openalex.org/W2360967250","https://openalex.org/W2601590138","https://openalex.org/W2744139632"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W4390608645","https://openalex.org/W4247566972","https://openalex.org/W2960264696","https://openalex.org/W3090563135","https://openalex.org/W2497432351","https://openalex.org/W4206777497","https://openalex.org/W4233347783","https://openalex.org/W2910064364","https://openalex.org/W4255224757"],"abstract_inverted_index":{"With":[0],"the":[1,24,28,31,39,42,48,52,72,76,124,135,138,146,165],"continuous":[2],"development":[3],"of":[4,27,51,75,99,110,137,145],"software,":[5],"it":[6],"is":[7,36,68,141],"inevitable":[8],"that":[9,21,144,164],"there":[10],"will":[11,22],"be":[12],"various":[13],"unpredictable":[14],"problems":[15],"in":[16,149,168],"computer":[17],"software":[18,35,53,59,73,103,181],"or":[19,44],"programs":[20],"damage":[23],"normal":[25],"operation":[26],"software.":[29],"In":[30],"paper,":[32],"static":[33],"analysis":[34,60],"taken":[37],"as":[38],"research":[40,166],"object,":[41],"errors":[43],"failures":[45],"caused":[46],"by":[47,106,127],"potential":[49],"defects":[50,74],"modules":[54],"are":[55],"analyzed,":[56],"and":[57,94,116,119,122,159,177],"a":[58],"method":[61,85,140,148],"based":[62],"on":[63],"big":[64,130],"data":[65,105],"tendency":[66],"prediction":[67,175],"proposed":[69],"to":[70,82],"use":[71],"stacked":[77],"noise":[78,117],"reduction":[79],"sparse":[80,113],"analyzer":[81],"predict.":[83],"This":[84],"can":[86,178],"learn":[87],"features":[88,98,126],"from":[89,102],"original":[90],"defect":[91,104],"data,":[92],"directly":[93],"efficiently":[95],"extract":[96],"required":[97],"all":[100],"levels":[101],"setting":[107],"different":[108],"number":[109],"hidden":[111],"layers,":[112],"regularization":[114],"parameters,":[115],"ratio,":[118],"then":[120],"classify":[121],"predict":[123],"extracted":[125],"combining":[128],"with":[129],"data.":[131],"Through":[132],"experimental":[133],"tests,":[134],"performance":[136],"presented":[139],"better":[142],"than":[143],"comparison":[147],"correct":[150],"rate,":[151,153,155],"accuracy":[152],"recall":[154],"F1\u2010measurement,":[156],"AUC":[157],"value,":[158],"running":[160],"time,":[161],"which":[162],"proves":[163],"results":[167],"this":[169],"paper":[170],"have":[171],"more":[172],"accurate":[173],"failure":[174],"effect":[176],"timely":[179],"eliminate":[180],"failures.":[182]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}