{"id":"https://openalex.org/W4405015622","doi":"https://doi.org/10.1515/jisys-2024-0045","title":"Comparative analysis of impact of classification algorithms on security and performance bug reports","display_name":"Comparative analysis of impact of classification algorithms on security and performance bug reports","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4405015622","doi":"https://doi.org/10.1515/jisys-2024-0045"},"language":"en","primary_location":{"id":"doi:10.1515/jisys-2024-0045","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jisys-2024-0045","pdf_url":"https://www.degruyterbrill.com/document/doi/10.1515/jisys-2024-0045/pdf","source":{"id":"https://openalex.org/S2764846071","display_name":"Journal of Intelligent Systems","issn_l":"0334-1860","issn":["0334-1860","2191-026X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315148","host_organization_name":"IlmuKomputer.Com","host_organization_lineage":["https://openalex.org/P4310315148"],"host_organization_lineage_names":["IlmuKomputer.Com"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.degruyterbrill.com/document/doi/10.1515/jisys-2024-0045/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Maryyam Said","orcid":null},"institutions":[{"id":"https://openalex.org/I195024194","display_name":"Riphah International University","ror":"https://ror.org/02kdm5630","country_code":"PK","type":"education","lineage":["https://openalex.org/I195024194"]}],"countries":["PK"],"is_corresponding":true,"raw_author_name":"Maryyam Said","raw_affiliation_strings":["Faculty of Computing Riphah International University , Islamabad , 46000 , Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computing Riphah International University , Islamabad , 46000 , Pakistan","institution_ids":["https://openalex.org/I195024194"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084244778","display_name":"Rizwan Bin Faiz","orcid":"https://orcid.org/0000-0003-0442-7653"},"institutions":[{"id":"https://openalex.org/I195024194","display_name":"Riphah International University","ror":"https://ror.org/02kdm5630","country_code":"PK","type":"education","lineage":["https://openalex.org/I195024194"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Rizwan Bin Faiz","raw_affiliation_strings":["Faculty of Computing Riphah International University , Islamabad , 46000 , Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computing Riphah International University , Islamabad , 46000 , Pakistan","institution_ids":["https://openalex.org/I195024194"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015923093","display_name":"Mohammad Aljaidi","orcid":"https://orcid.org/0000-0001-9486-3533"},"institutions":[{"id":"https://openalex.org/I153687341","display_name":"Zarqa University","ror":"https://ror.org/01wf1es90","country_code":"JO","type":"education","lineage":["https://openalex.org/I153687341"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Mohammad Aljaidi","raw_affiliation_strings":["Department of Computer Science, Faculty of Information Technology, Zarqa University , Zarqa , 13116 , Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Faculty of Information Technology, Zarqa University , Zarqa , 13116 , Jordan","institution_ids":["https://openalex.org/I153687341"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084964001","display_name":"Muteb Alshammari","orcid":"https://orcid.org/0000-0002-3473-5959"},"institutions":[{"id":"https://openalex.org/I118590987","display_name":"Northern Border University","ror":"https://ror.org/03j9tzj20","country_code":"SA","type":"education","lineage":["https://openalex.org/I118590987"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Muteb Alshammari","raw_affiliation_strings":["Department of Information Technology, Faculty of Computing and Information Technology Northern Border University , Rafha , 91431 , Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Technology, Faculty of Computing and Information Technology Northern Border University , Rafha , 91431 , Saudi Arabia","institution_ids":["https://openalex.org/I118590987"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I195024194"],"apc_list":{"value":1000,"currency":"EUR","value_usd":1078},"apc_paid":{"value":1000,"currency":"EUR","value_usd":1078},"fwci":0.7334,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.80551334,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"33","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9990000128746033,"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":0.9990000128746033,"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9986000061035156,"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"}},{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9961000084877014,"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":0.6953808665275574},{"id":"https://openalex.org/keywords/statistical-classification","display_name":"Statistical classification","score":0.4385015368461609},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40969792008399963},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3348275423049927}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6953808665275574},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.4385015368461609},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40969792008399963},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3348275423049927}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1515/jisys-2024-0045","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jisys-2024-0045","pdf_url":"https://www.degruyterbrill.com/document/doi/10.1515/jisys-2024-0045/pdf","source":{"id":"https://openalex.org/S2764846071","display_name":"Journal of Intelligent Systems","issn_l":"0334-1860","issn":["0334-1860","2191-026X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315148","host_organization_name":"IlmuKomputer.Com","host_organization_lineage":["https://openalex.org/P4310315148"],"host_organization_lineage_names":["IlmuKomputer.Com"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:a1c0b6041b9e475baf722b24b1622073","is_oa":true,"landing_page_url":"https://doaj.org/article/a1c0b6041b9e475baf722b24b1622073","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":"Journal of Intelligent Systems, Vol 33, Iss 1, Pp 1315-9 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1515/jisys-2024-0045","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jisys-2024-0045","pdf_url":"https://www.degruyterbrill.com/document/doi/10.1515/jisys-2024-0045/pdf","source":{"id":"https://openalex.org/S2764846071","display_name":"Journal of Intelligent Systems","issn_l":"0334-1860","issn":["0334-1860","2191-026X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315148","host_organization_name":"IlmuKomputer.Com","host_organization_lineage":["https://openalex.org/P4310315148"],"host_organization_lineage_names":["IlmuKomputer.Com"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5791967564","display_name":null,"funder_award_id":"NBU-FFR-2024-","funder_id":"https://openalex.org/F4320328654","funder_display_name":"Northern Border University"}],"funders":[{"id":"https://openalex.org/F4320328654","display_name":"Northern Border University","ror":null}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4405015622.pdf"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W1826790618","https://openalex.org/W1984696192","https://openalex.org/W2023511777","https://openalex.org/W2101726875","https://openalex.org/W2122399740","https://openalex.org/W2126526490","https://openalex.org/W2130146200","https://openalex.org/W2296444013","https://openalex.org/W2731750376","https://openalex.org/W2807010072","https://openalex.org/W2808393507","https://openalex.org/W2884244791","https://openalex.org/W2886714101","https://openalex.org/W2937423263","https://openalex.org/W2970067846","https://openalex.org/W2973258416","https://openalex.org/W2979682917","https://openalex.org/W2987314840","https://openalex.org/W3105625590","https://openalex.org/W3152352337","https://openalex.org/W3196819515","https://openalex.org/W3209257685","https://openalex.org/W4225001678","https://openalex.org/W4234078210","https://openalex.org/W4300297205","https://openalex.org/W4378982329","https://openalex.org/W4390111612","https://openalex.org/W6632118081"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":{"Abstract":[0],"Identification":[1],"and":[2,8,13,23,39,58,75,112,139,146,180,195,205,218,231,234,240,254,266,271,298],"classification":[3,221,288],"of":[4,21,45,82,98,106,117,166,260,277,301],"bugs,":[5,100],"e.g.,":[6,37],"security":[7,38,74,145,169,282],"performance":[9,40,76,147,264],"are":[10,199,291],"a":[11,49,167],"preemptive":[12],"fundamental":[14],"practice":[15],"which":[16,188,290],"contributes":[17],"to":[18,31,62,72,87,110,143,171,286,294],"the":[19,69,80,96,114,150,156,160,164,173,189,196,236,243,295,304],"development":[20],"secure":[22],"efficient":[24],"software.":[25],"Software":[26],"Quality":[27],"Assurance":[28],"(SQA)":[29],"needs":[30],"classify":[32],"bugs":[33,41,77,148,265,283],"into":[34],"relevant":[35,89],"categories,":[36],"since":[42],"one":[43],"type":[44,177],"bug":[46,151],"may":[47],"have":[48],"higher":[50],"preference":[51],"over":[52],"another,":[53],"thus":[54,101],"facilitating":[55,102],"software":[56,168],"evolution":[57],"maintenance.":[59],"In":[60],"addition":[61],"classification,":[63],"it":[64],"would":[65],"be":[66],"ideal":[67],"for":[68,263,281],"SQA":[70],"manager":[71],"prioritize":[73],"based":[78],"on":[79],"level":[81],"perseverance,":[83],"severity,":[84],"or":[85],"impact":[86],"assign":[88],"developers":[90],"whose":[91],"expertise":[92],"is":[93,109,178,184,192],"aligned":[94],"with":[95,163],"identification":[97],"such":[99],"triaging.":[103],"The":[104,223],"aim":[105],"this":[107],"research":[108,176,182],"compare":[111],"analyze":[113],"prediction":[115,193],"accuracy":[116,194],"machine":[118,128],"learning":[119],"algorithms,":[120],"i.e.,":[121],"Artificial":[122],"neural":[123],"network":[124],"(ANN),":[125],"Support":[126],"vector":[127],"(SVM),":[129],"Na\u00efve":[130],"Bayes":[131],"(NB),":[132],"Decision":[133],"tree":[134],"(DT),":[135],"Logistic":[136],"regression":[137],"(LR),":[138],"K-nearest":[140],"neighbor":[141],"(KNN)":[142],"identify":[144],"from":[149,159],"repository.":[152],"We":[153],"first":[154],"label":[155],"existing":[157],"dataset":[158,297],"Bugzilla":[161],"repository":[162],"help":[165],"expert":[170],"train":[172],"algorithms.":[174,222],"Our":[175],"explanatory,":[179],"our":[181],"method":[183],"controlled":[185],"experimentation,":[186],"in":[187,258,275,303],"independent":[190],"variable":[191],"dependent":[197],"variables":[198],"ANN,":[200,270],"SVM,":[201],"NB,":[202],"DT,":[203],"LR,":[204],"KNN.":[206],"First,":[207],"we":[208],"applied":[209,220],"preprocessing,":[210],"Term":[211],"Frequency-Inverse":[212],"Document":[213],"Frequency":[214],"feature":[215],"extraction":[216],"methods,":[217],"then":[219,235],"results":[224,237],"were":[225,238],"measured":[226],"through":[227,242],"accuracy,":[228],"precision,":[229],"recall,":[230],"F":[232,278],"-measure":[233],"compared":[239,285],"validated":[241],"ten-fold":[244],"cross-validation":[245],"technique.":[246],"Comparative":[247],"analysis":[248],"reveals":[249],"that":[250],"two":[251],"algorithms":[252,268,289],"(SVM":[253],"LR)":[255,272],"perform":[256,273],"better":[257,274],"terms":[259,276],"precision":[261],"(0.99)":[262],"three":[267],"(SVM,":[269],"1":[279],"score":[280],"as":[284],"other":[287],"essentially":[292],"due":[293],"linear":[296],"extensive":[299],"number":[300],"features":[302],"dataset.":[305]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
