{"id":"https://openalex.org/W3043172485","doi":"https://doi.org/10.4018/ijdsst.2020070105","title":"Nonlinear Geometric Framework for Software Defect Prediction","display_name":"Nonlinear Geometric Framework for Software Defect Prediction","publication_year":2020,"publication_date":"2020-07-01","ids":{"openalex":"https://openalex.org/W3043172485","doi":"https://doi.org/10.4018/ijdsst.2020070105","mag":"3043172485"},"language":"en","primary_location":{"id":"doi:10.4018/ijdsst.2020070105","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijdsst.2020070105","pdf_url":null,"source":{"id":"https://openalex.org/S204805982","display_name":"International Journal of Decision Support System Technology","issn_l":"1941-6296","issn":["1941-6296","1941-630X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Decision Support System Technology","raw_type":"journal-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/A5043806209","display_name":"Misha Kakkar","orcid":"https://orcid.org/0000-0002-2061-0477"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Misha Kakkar","raw_affiliation_strings":["Amity University, India"],"raw_orcid":"https://orcid.org/0000-0002-2061-0477","affiliations":[{"raw_affiliation_string":"Amity University, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004452502","display_name":"Sarika Jain","orcid":"https://orcid.org/0000-0002-4795-9556"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sarika Jain","raw_affiliation_strings":["Amity Institute of Information Technology, Amity University, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Amity Institute of Information Technology, Amity University, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109547912","display_name":"Abhay Bansal","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Abhay Bansal","raw_affiliation_strings":["Department of Computer Science and Engineering, Amity University, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Amity University, India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059943580","display_name":"P. S. Grover","orcid":"https://orcid.org/0000-0002-1882-4628"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"P. S. Grover","raw_affiliation_strings":["KIIT Group of Colleges, Gurgaon, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"KIIT Group of Colleges, Gurgaon, India","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.11818697,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"12","issue":"3","first_page":"85","last_page":"100"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9998000264167786,"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":0.9998000264167786,"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":0.996999979019165,"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":0.9968000054359436,"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":0.8598634004592896},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6819503903388977},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.6607998609542847},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.6553375124931335},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.65213543176651},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5834810137748718},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5424173474311829},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4639403820037842},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.444613516330719},{"id":"https://openalex.org/keywords/ensemble-forecasting","display_name":"Ensemble forecasting","score":0.4179554879665375}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8598634004592896},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6819503903388977},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.6607998609542847},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.6553375124931335},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.65213543176651},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5834810137748718},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5424173474311829},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4639403820037842},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.444613516330719},{"id":"https://openalex.org/C119898033","wikidata":"https://www.wikidata.org/wiki/Q3433888","display_name":"Ensemble forecasting","level":2,"score":0.4179554879665375},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.4018/ijdsst.2020070105","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijdsst.2020070105","pdf_url":null,"source":{"id":"https://openalex.org/S204805982","display_name":"International Journal of Decision Support System Technology","issn_l":"1941-6296","issn":["1941-6296","1941-630X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Decision Support System Technology","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:igg:jdsst0:v:12:y:2020:i:3:p:85-100","is_oa":false,"landing_page_url":"https://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/IJDSST.2020070105","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"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.46000000834465027}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W168970045","https://openalex.org/W267021242","https://openalex.org/W1503432700","https://openalex.org/W1565746575","https://openalex.org/W2024199384","https://openalex.org/W2038464048","https://openalex.org/W2048456683","https://openalex.org/W2061019658","https://openalex.org/W2065547122","https://openalex.org/W2105514151","https://openalex.org/W2118978333","https://openalex.org/W2119168155","https://openalex.org/W2119191234","https://openalex.org/W2125999269","https://openalex.org/W2137235241","https://openalex.org/W2148143831","https://openalex.org/W2155806188","https://openalex.org/W2163918103","https://openalex.org/W2180186136","https://openalex.org/W2344072768","https://openalex.org/W2547620887","https://openalex.org/W2582043155","https://openalex.org/W2612584574","https://openalex.org/W2753715782","https://openalex.org/W2795013017","https://openalex.org/W2911964244","https://openalex.org/W6630210095","https://openalex.org/W6729569898"],"related_works":["https://openalex.org/W2794896638","https://openalex.org/W1807784185","https://openalex.org/W45170056","https://openalex.org/W3202800081","https://openalex.org/W1909207154","https://openalex.org/W3124390867","https://openalex.org/W3101614107","https://openalex.org/W3204228978","https://openalex.org/W1514365828","https://openalex.org/W3036530763"],"abstract_inverted_index":{"Humans":[0],"use":[1],"the":[2,15,30,58,70,83,117,125,130,141,149,158,169,195,209,216,223,249],"software":[3,39,180],"in":[4,24,36,194,258],"every":[5],"walk":[6],"of":[7,32,44,60,72,82,98,119,157,226,236,251],"life":[8],"thus":[9],"it":[10,85],"is":[11,101,137,220,234],"essential":[12],"to":[13,47,67,78,90,102,115,139,167],"have":[14],"best":[16,170],"quality":[17],"software.":[18],"Software":[19],"defect":[20,26],"prediction":[21],"models":[22,166],"assist":[23],"identifying":[25,208],"prone":[27],"modules":[28,48],"with":[29,242],"help":[31],"historical":[33,73],"data,":[34,84],"which":[35,50],"turn":[37],"improves":[38],"quality.":[40],"Historical":[41],"data":[42,45,74],"consists":[43],"related":[46],"/files/classes":[49],"are":[51,192],"labeled":[52],"as":[53,63,65,187,189],"buggy":[54,61,213],"or":[55],"clean.":[56],"As":[57],"number":[59,250],"artifacts":[62],"less":[64,259],"compared":[66,241],"clean":[68],"artifacts,":[69],"nature":[71],"becomes":[75],"imbalance.":[76],"Due":[77],"this":[79,99],"uneven":[80],"distribution":[81],"difficult":[86],"for":[87,207],"classification":[88,165],"algorithms":[89],"build":[91],"highly":[92],"effective":[93],"SDP":[94,120,172,228],"models.":[95,121],"The":[96,122,197,231],"objective":[97],"study":[100,123],"propose":[103],"a":[104],"new":[105],"nonlinear":[106],"geometric":[107],"framework":[108,143],"based":[109],"on":[110],"SMOTE":[111,127,146],"and":[112,129],"ensemble":[113,132],"learning":[114,162],"improve":[116],"performance":[118,219,254],"combines":[124],"traditional":[126,205,243],"algorithm":[128,147],"novel":[131],"Support":[133],"Vector":[134],"Machine":[135],"(SVM)":[136],"used":[138,193],"develop":[140],"proposed":[142,217,232],"called":[144],"SMEnsemble.":[145],"handles":[148],"class":[150,211],"imbalance":[151,238],"problem":[152],"by":[153,246],"generating":[154],"synthetic":[155],"instances":[156],"minority":[159,210],"class.":[160],"Ensemble":[161],"generates":[163],"multiple":[164],"select":[168],"performing":[171],"model.":[173],"For":[174],"experimentation,":[175],"datasets":[176],"from":[177],"three":[178],"different":[179],"repositories":[181],"that":[182,200],"contain":[183],"both":[184],"open":[185],"source":[186],"well":[188],"proprietary":[190],"projects":[191],"study.":[196],"results":[198],"show":[199],"SMEnsemble":[201],"performs":[202],"better":[203,221],"than":[204,222],"methods":[206],"i.e.":[212],"artifacts.":[214],"Also,":[215,245],"model":[218,233],"latest":[224],"state":[225],"Art":[227],"model-":[229],"SMOTUNED.":[230],"capable":[235],"handling":[237],"classes":[239],"when":[240],"methods.":[244],"carefully":[247],"selecting":[248],"ensembles":[252],"high":[253],"can":[255],"be":[256],"achieved":[257],"time.":[260]},"counts_by_year":[],"updated_date":"2026-06-11T06:19:23.411458","created_date":"2025-10-10T00:00:00"}
