{"id":"https://openalex.org/W2784042651","doi":"https://doi.org/10.1109/iske.2017.8258790","title":"Enhancing software defect prediction using supervised-learning based framework","display_name":"Enhancing software defect prediction using supervised-learning based framework","publication_year":2017,"publication_date":"2017-11-01","ids":{"openalex":"https://openalex.org/W2784042651","doi":"https://doi.org/10.1109/iske.2017.8258790","mag":"2784042651"},"language":"en","primary_location":{"id":"doi:10.1109/iske.2017.8258790","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iske.2017.8258790","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)","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/A5024206271","display_name":"Kamal Bashir","orcid":"https://orcid.org/0000-0002-1820-6010"},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Kamal Bashir","raw_affiliation_strings":["School of Information Science and Technology, Southwest Jiaotong University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070559820","display_name":"Tianrui Li","orcid":"https://orcid.org/0000-0001-7780-104X"},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianrui Li","raw_affiliation_strings":["School of Information Science and Technology, Southwest Jiaotong University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062068176","display_name":"Chubato Wondaferaw Yohannese","orcid":null},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chubato Wondaferaw Yohannese","raw_affiliation_strings":["School of Information Science and Technology, Southwest Jiaotong University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022128757","display_name":"Mahama Yahaya","orcid":null},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yahaya Mahama","raw_affiliation_strings":["School of Transport and Logistics Engineering, Southwest Jiaotong University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Transport and Logistics Engineering, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5024206271"],"corresponding_institution_ids":["https://openalex.org/I4800084"],"apc_list":null,"apc_paid":null,"fwci":6.7708,"has_fulltext":false,"cited_by_count":29,"citation_normalized_percentile":{"value":0.97062212,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"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":0.9998999834060669,"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":0.9998999834060669,"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":0.9983000159263611,"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.989799976348877,"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":0.7592846751213074},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.699480414390564},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6497094631195068},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6024325489997864},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5686349868774414},{"id":"https://openalex.org/keywords/software-quality","display_name":"Software quality","score":0.5655679702758789},{"id":"https://openalex.org/keywords/software-bug","display_name":"Software bug","score":0.5449248552322388},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5397053956985474},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.5396577715873718},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.532405436038971},{"id":"https://openalex.org/keywords/software-metric","display_name":"Software metric","score":0.4452025592327118},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.2625531256198883}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7592846751213074},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.699480414390564},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6497094631195068},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6024325489997864},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5686349868774414},{"id":"https://openalex.org/C117447612","wikidata":"https://www.wikidata.org/wiki/Q1412670","display_name":"Software quality","level":4,"score":0.5655679702758789},{"id":"https://openalex.org/C1009929","wikidata":"https://www.wikidata.org/wiki/Q179550","display_name":"Software bug","level":3,"score":0.5449248552322388},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5397053956985474},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.5396577715873718},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.532405436038971},{"id":"https://openalex.org/C82214349","wikidata":"https://www.wikidata.org/wiki/Q657339","display_name":"Software metric","level":5,"score":0.4452025592327118},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.2625531256198883},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"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/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iske.2017.8258790","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iske.2017.8258790","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4300000071525574,"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W107292927","https://openalex.org/W168970045","https://openalex.org/W1984111870","https://openalex.org/W2038464048","https://openalex.org/W2097883090","https://openalex.org/W2105776892","https://openalex.org/W2112658968","https://openalex.org/W2114968414","https://openalex.org/W2119683921","https://openalex.org/W2125999269","https://openalex.org/W2131678521","https://openalex.org/W2133462743","https://openalex.org/W2133990480","https://openalex.org/W2139986471","https://openalex.org/W2146713522","https://openalex.org/W2148143831","https://openalex.org/W2155604267","https://openalex.org/W2164873210","https://openalex.org/W2171095014","https://openalex.org/W2171824022","https://openalex.org/W2177797324","https://openalex.org/W2185973722","https://openalex.org/W2228626960","https://openalex.org/W2499480955","https://openalex.org/W2604534892","https://openalex.org/W2890775565","https://openalex.org/W3022717317","https://openalex.org/W4206758950","https://openalex.org/W4244831466"],"related_works":["https://openalex.org/W2078744341","https://openalex.org/W2825254172","https://openalex.org/W2029555411","https://openalex.org/W2397092005","https://openalex.org/W2159730313","https://openalex.org/W2774439323","https://openalex.org/W3151530686","https://openalex.org/W1509265476","https://openalex.org/W2981446648","https://openalex.org/W2183678285"],"abstract_inverted_index":{"Software":[0],"Defect":[1],"Prediction":[2],"(SDP)":[3],"proposes":[4],"to":[5,11,39,90,110],"define":[6],"the":[7,22,46,55,75,80,124],"exposure":[8],"of":[9,48,52,57,62,77],"software":[10,23,81],"defect":[12,19,82],"by":[13,65],"building":[14],"prediction":[15,58],"models":[16,61,93],"through":[17],"using":[18],"data":[20,49,66],"and":[21,43,50,74,106,116],"metrics":[24],"with":[25],"several":[26],"learning":[27],"algorithms":[28],"which":[29,95],"aid":[30],"in":[31,79,94],"identifying":[32],"potentially":[33],"faulty":[34],"program":[35],"modules,":[36],"thus":[37],"leading":[38],"optimal":[40],"resource":[41],"allocation":[42],"utilization.":[44],"However,":[45],"quality":[47,67],"robustness":[51],"classifiers":[53],"affect":[54],"accuracy":[56],"for":[59,129],"these":[60],"classification":[63],"compromised":[64],"such":[68],"as":[69],"high":[70,112],"dimensionality,":[71,113],"class":[72,114],"imbalance":[73,115],"presence":[76],"noise":[78],"datasets.":[83],"This":[84],"paper":[85],"presents":[86],"a":[87],"combined":[88],"framework":[89,126],"enhance":[91],"SDP":[92],"we":[96],"use":[97],"ranker":[98],"Feature":[99],"Selection":[100],"(FS)":[101],"techniques,":[102],"Data":[103],"Sampling":[104],"(DS)":[105],"Iterative-Partition":[107],"Filter":[108],"(IPF)":[109],"defeat":[111],"noisy,":[117],"respectively.":[118],"The":[119],"experimental":[120],"results":[121],"confirm":[122],"that":[123],"proposed":[125],"is":[127],"effective":[128],"SDP.":[130]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
