{"id":"https://openalex.org/W2971269091","doi":"https://doi.org/10.1145/3352411.3352412","title":"Software Defect Prediction Based on Ensemble Learning","display_name":"Software Defect Prediction Based on Ensemble Learning","publication_year":2019,"publication_date":"2019-07-19","ids":{"openalex":"https://openalex.org/W2971269091","doi":"https://doi.org/10.1145/3352411.3352412","mag":"2971269091"},"language":"en","primary_location":{"id":"doi:10.1145/3352411.3352412","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3352411.3352412","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2019 2nd International Conference on Data Science and Information Technology","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/A5100428066","display_name":"Ran Li","orcid":"https://orcid.org/0000-0002-0487-1570"},"institutions":[{"id":"https://openalex.org/I96852419","display_name":"Capital Normal University","ror":"https://ror.org/005edt527","country_code":"CN","type":"education","lineage":["https://openalex.org/I96852419"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ran Li","raw_affiliation_strings":["Information Engineering College, Capital Normal University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Information Engineering College, Capital Normal University, Beijing, China","institution_ids":["https://openalex.org/I96852419"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101798227","display_name":"Lijuan Zhou","orcid":"https://orcid.org/0000-0002-9951-6837"},"institutions":[{"id":"https://openalex.org/I96852419","display_name":"Capital Normal University","ror":"https://ror.org/005edt527","country_code":"CN","type":"education","lineage":["https://openalex.org/I96852419"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lijuan Zhou","raw_affiliation_strings":["Information Engineering College, Capital Normal University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Information Engineering College, Capital Normal University, Beijing, China","institution_ids":["https://openalex.org/I96852419"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078758349","display_name":"Shudong Zhang","orcid":"https://orcid.org/0000-0002-7721-0167"},"institutions":[{"id":"https://openalex.org/I96852419","display_name":"Capital Normal University","ror":"https://ror.org/005edt527","country_code":"CN","type":"education","lineage":["https://openalex.org/I96852419"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shudong Zhang","raw_affiliation_strings":["Information Engineering College, Capital Normal University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Information Engineering College, Capital Normal University, Beijing, China","institution_ids":["https://openalex.org/I96852419"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101520989","display_name":"Hui Liu","orcid":"https://orcid.org/0000-0002-8363-4468"},"institutions":[{"id":"https://openalex.org/I96852419","display_name":"Capital Normal University","ror":"https://ror.org/005edt527","country_code":"CN","type":"education","lineage":["https://openalex.org/I96852419"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Liu","raw_affiliation_strings":["Information Engineering College, Capital Normal University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Information Engineering College, Capital Normal University, Beijing, China","institution_ids":["https://openalex.org/I96852419"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103161310","display_name":"Xiangyang Huang","orcid":"https://orcid.org/0000-0002-8910-2200"},"institutions":[{"id":"https://openalex.org/I96852419","display_name":"Capital Normal University","ror":"https://ror.org/005edt527","country_code":"CN","type":"education","lineage":["https://openalex.org/I96852419"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangyang Huang","raw_affiliation_strings":["Information Engineering College, Capital Normal University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Information Engineering College, Capital Normal University, Beijing, China","institution_ids":["https://openalex.org/I96852419"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051631061","display_name":"Zhong Sun","orcid":"https://orcid.org/0000-0001-5672-7469"},"institutions":[{"id":"https://openalex.org/I96852419","display_name":"Capital Normal University","ror":"https://ror.org/005edt527","country_code":"CN","type":"education","lineage":["https://openalex.org/I96852419"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhong Sun","raw_affiliation_strings":["Information Engineering College, Capital Normal University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Information Engineering College, Capital Normal University, Beijing, China","institution_ids":["https://openalex.org/I96852419"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5100428066"],"corresponding_institution_ids":["https://openalex.org/I96852419"],"apc_list":null,"apc_paid":null,"fwci":5.0872,"has_fulltext":false,"cited_by_count":40,"citation_normalized_percentile":{"value":0.95749203,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9995999932289124,"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":0.9995999932289124,"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":0.9930999875068665,"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9624000191688538,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.8238804340362549},{"id":"https://openalex.org/keywords/software-bug","display_name":"Software bug","score":0.6847134232521057},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.665986955165863},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6415655612945557},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.6297848224639893},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5979940295219421},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5712852478027344},{"id":"https://openalex.org/keywords/software-quality","display_name":"Software quality","score":0.5531043410301208},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4987602233886719},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.47975075244903564},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4606013894081116},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.4588722288608551},{"id":"https://openalex.org/keywords/software-metric","display_name":"Software metric","score":0.4469963312149048},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.31621891260147095}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8238804340362549},{"id":"https://openalex.org/C1009929","wikidata":"https://www.wikidata.org/wiki/Q179550","display_name":"Software bug","level":3,"score":0.6847134232521057},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.665986955165863},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6415655612945557},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.6297848224639893},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5979940295219421},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5712852478027344},{"id":"https://openalex.org/C117447612","wikidata":"https://www.wikidata.org/wiki/Q1412670","display_name":"Software quality","level":4,"score":0.5531043410301208},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4987602233886719},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.47975075244903564},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4606013894081116},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.4588722288608551},{"id":"https://openalex.org/C82214349","wikidata":"https://www.wikidata.org/wiki/Q657339","display_name":"Software metric","level":5,"score":0.4469963312149048},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.31621891260147095},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","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/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","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},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3352411.3352412","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3352411.3352412","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2019 2nd International Conference on Data Science and Information Technology","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Life in Land","score":0.5299999713897705,"id":"https://metadata.un.org/sdg/15"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1976551120","https://openalex.org/W1988790447","https://openalex.org/W2024199384","https://openalex.org/W2091498228","https://openalex.org/W2096212327","https://openalex.org/W2113242816","https://openalex.org/W2124868070","https://openalex.org/W2158275940","https://openalex.org/W2487087946","https://openalex.org/W2498672755","https://openalex.org/W2586292313","https://openalex.org/W2911964244","https://openalex.org/W2912934387"],"related_works":["https://openalex.org/W2944292463","https://openalex.org/W3014252901","https://openalex.org/W2188759683","https://openalex.org/W4317376680","https://openalex.org/W4360777922","https://openalex.org/W2078744341","https://openalex.org/W2967926197","https://openalex.org/W2947879749","https://openalex.org/W2029555411","https://openalex.org/W4385245644"],"abstract_inverted_index":{"Software":[0],"defect":[1,57,109,121],"prediction":[2,58,110],"is":[3,82],"one":[4],"of":[5,13,40,65,101],"the":[6,11,32,38,43,70,77,91,99,113,117],"important":[7],"ways":[8],"to":[9,22,54,97,103],"guarantee":[10],"quality":[12,100],"software":[14,24,56,108],"systems.":[15],"Combining":[16],"various":[17],"algorithms":[18,67],"in":[19,31],"machine":[20],"learning":[21,50],"predict":[23],"defects":[25],"has":[26],"become":[27],"a":[28,105],"hot":[29],"topic":[30],"current":[33],"study.":[34],"The":[35],"paper":[36,75],"uses":[37],"datasets":[39,102],"MDP":[41],"as":[42,51],"experimental":[44,86],"research":[45,52],"objects":[46],"and":[47,68,72,94],"takes":[48],"ensemble":[49,66,79],"focus":[53],"construct":[55],"model.":[59,111],"With":[60],"experimenting":[61],"five":[62],"different":[63],"types":[64],"analyzing":[69],"features":[71],"procedures,":[73],"this":[74],"discusses":[76],"best":[78],"algorithm":[80],"which":[81],"Random":[83],"Forest":[84],"through":[85],"comparison.":[87],"Then":[88],"we":[89],"utilize":[90],"SMOTE":[92],"over-sampling":[93],"Resample":[95],"methods":[96],"improve":[98,120],"build":[104],"complete":[106],"new":[107],"Therefore,":[112],"results":[114],"show":[115],"that":[116],"model":[118],"can":[119],"classification":[122],"performance":[123],"effectively.":[124]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":16},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":6}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
