{"id":"https://openalex.org/W1988997230","doi":"https://doi.org/10.1145/2351676.2351723","title":"Support vector machines for anti-pattern detection","display_name":"Support vector machines for anti-pattern detection","publication_year":2012,"publication_date":"2012-09-03","ids":{"openalex":"https://openalex.org/W1988997230","doi":"https://doi.org/10.1145/2351676.2351723","mag":"1988997230"},"language":"en","primary_location":{"id":"doi:10.1145/2351676.2351723","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2351676.2351723","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 27th IEEE/ACM International Conference on Automated Software Engineering","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/A5009783035","display_name":"Abdou Ma\u00efga","orcid":null},"institutions":[{"id":"https://openalex.org/I70931966","display_name":"Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0161xgx34","country_code":"CA","type":"education","lineage":["https://openalex.org/I70931966"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Abdou Maiga","raw_affiliation_strings":["Universit\u00e9 de Montr\u00e9al, Canada","Universite de Montreal (Canada)"],"affiliations":[{"raw_affiliation_string":"Universit\u00e9 de Montr\u00e9al, Canada","institution_ids":["https://openalex.org/I70931966"]},{"raw_affiliation_string":"Universite de Montreal (Canada)","institution_ids":["https://openalex.org/I70931966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101956046","display_name":"Nasir Ali","orcid":"https://orcid.org/0000-0003-4116-9673"},"institutions":[{"id":"https://openalex.org/I45683168","display_name":"Polytechnique Montr\u00e9al","ror":"https://ror.org/05f8d4e86","country_code":"CA","type":"education","lineage":["https://openalex.org/I45683168"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Nasir Ali","raw_affiliation_strings":["\u00c9cole Polytechnique de Montr\u00e9al, Canada"],"affiliations":[{"raw_affiliation_string":"\u00c9cole Polytechnique de Montr\u00e9al, Canada","institution_ids":["https://openalex.org/I45683168"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027358234","display_name":"Neelesh Bhattacharya","orcid":null},"institutions":[{"id":"https://openalex.org/I45683168","display_name":"Polytechnique Montr\u00e9al","ror":"https://ror.org/05f8d4e86","country_code":"CA","type":"education","lineage":["https://openalex.org/I45683168"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Neelesh Bhattacharya","raw_affiliation_strings":["\u00c9cole Polytechnique de Montr\u00e9al, Canada"],"affiliations":[{"raw_affiliation_string":"\u00c9cole Polytechnique de Montr\u00e9al, Canada","institution_ids":["https://openalex.org/I45683168"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020287593","display_name":"Aminata Saban\u00e9","orcid":"https://orcid.org/0000-0001-7955-7562"},"institutions":[{"id":"https://openalex.org/I45683168","display_name":"Polytechnique Montr\u00e9al","ror":"https://ror.org/05f8d4e86","country_code":"CA","type":"education","lineage":["https://openalex.org/I45683168"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Aminata Saban\u00e9","raw_affiliation_strings":["\u00c9cole Polytechnique de Montr\u00e9al, Canada"],"affiliations":[{"raw_affiliation_string":"\u00c9cole Polytechnique de Montr\u00e9al, Canada","institution_ids":["https://openalex.org/I45683168"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048594006","display_name":"Yann\u2010Ga\u00ebl Gu\u00e9h\u00e9neuc","orcid":"https://orcid.org/0000-0002-4361-2563"},"institutions":[{"id":"https://openalex.org/I45683168","display_name":"Polytechnique Montr\u00e9al","ror":"https://ror.org/05f8d4e86","country_code":"CA","type":"education","lineage":["https://openalex.org/I45683168"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Yann-Ga\u00ebl Gu\u00e9h\u00e9neuc","raw_affiliation_strings":["\u00c9cole Polytechnique de Montr\u00e9al, Canada"],"affiliations":[{"raw_affiliation_string":"\u00c9cole Polytechnique de Montr\u00e9al, Canada","institution_ids":["https://openalex.org/I45683168"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018821149","display_name":"Giuliano Antoniol","orcid":"https://orcid.org/0000-0002-7892-9202"},"institutions":[{"id":"https://openalex.org/I45683168","display_name":"Polytechnique Montr\u00e9al","ror":"https://ror.org/05f8d4e86","country_code":"CA","type":"education","lineage":["https://openalex.org/I45683168"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Giuliano Antoniol","raw_affiliation_strings":["\u00c9cole Polytechnique de Montr\u00e9al, Canada"],"affiliations":[{"raw_affiliation_string":"\u00c9cole Polytechnique de Montr\u00e9al, Canada","institution_ids":["https://openalex.org/I45683168"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014874624","display_name":"Esma A\u0131\u0308meur","orcid":"https://orcid.org/0000-0001-7414-5454"},"institutions":[{"id":"https://openalex.org/I70931966","display_name":"Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0161xgx34","country_code":"CA","type":"education","lineage":["https://openalex.org/I70931966"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Esma A\u00efmeur","raw_affiliation_strings":["Universit\u00e9 de Montr\u00e9al, Canada","Universite de Montreal (Canada)"],"affiliations":[{"raw_affiliation_string":"Universit\u00e9 de Montr\u00e9al, Canada","institution_ids":["https://openalex.org/I70931966"]},{"raw_affiliation_string":"Universite de Montreal (Canada)","institution_ids":["https://openalex.org/I70931966"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5009783035"],"corresponding_institution_ids":["https://openalex.org/I70931966"],"apc_list":null,"apc_paid":null,"fwci":5.9382,"has_fulltext":false,"cited_by_count":103,"citation_normalized_percentile":{"value":0.9582827,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"278","last_page":"281"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":1.0,"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":1.0,"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":0.996399998664856,"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":0.995199978351593,"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":0.835930585861206},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6036968231201172},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.539495050907135},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5361611247062683},{"id":"https://openalex.org/keywords/precision-and-recall","display_name":"Precision and recall","score":0.5299015641212463},{"id":"https://openalex.org/keywords/parsing","display_name":"Parsing","score":0.5035259127616882},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47748348116874695},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.46440955996513367},{"id":"https://openalex.org/keywords/software-system","display_name":"Software system","score":0.45589733123779297},{"id":"https://openalex.org/keywords/recall","display_name":"Recall","score":0.4252217710018158},{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.42419254779815674},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.40245336294174194},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.09381619095802307}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.835930585861206},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6036968231201172},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.539495050907135},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5361611247062683},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.5299015641212463},{"id":"https://openalex.org/C186644900","wikidata":"https://www.wikidata.org/wiki/Q194152","display_name":"Parsing","level":2,"score":0.5035259127616882},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47748348116874695},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.46440955996513367},{"id":"https://openalex.org/C149091818","wikidata":"https://www.wikidata.org/wiki/Q2429814","display_name":"Software system","level":3,"score":0.45589733123779297},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.4252217710018158},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.42419254779815674},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.40245336294174194},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.09381619095802307},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/2351676.2351723","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2351676.2351723","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 27th IEEE/ACM International Conference on Automated Software Engineering","raw_type":"proceedings-article"},{"id":"pmh:oai:publications.polymtl.ca:15035","is_oa":false,"landing_page_url":"https://publications.polymtl.ca/15035/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401013","display_name":"PolyPublie (\u00c9cole Polytechnique de Montr\u00e9al)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45683168","host_organization_name":"Polytechnique Montr\u00e9al","host_organization_lineage":["https://openalex.org/I45683168"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Communication de conf\u00e9rence"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5600000023841858,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W194213661","https://openalex.org/W1035289425","https://openalex.org/W2033239109","https://openalex.org/W2091789158","https://openalex.org/W2100925270","https://openalex.org/W2104049510","https://openalex.org/W2116510030","https://openalex.org/W2119821739","https://openalex.org/W2136224168","https://openalex.org/W2141069252","https://openalex.org/W2142978025","https://openalex.org/W2148267504","https://openalex.org/W2150874999","https://openalex.org/W2151295763","https://openalex.org/W2295037136"],"related_works":["https://openalex.org/W579810227","https://openalex.org/W2142145894","https://openalex.org/W2952780262","https://openalex.org/W2979495269","https://openalex.org/W2392917763","https://openalex.org/W2358855848","https://openalex.org/W2358294942","https://openalex.org/W4287688258","https://openalex.org/W3049211950","https://openalex.org/W4367460280"],"abstract_inverted_index":{"Developers":[0],"may":[1,40],"introduce":[2,111],"anti-patterns":[3,34,57,77,153,170],"in":[4,35],"their":[5],"software":[6,38],"systems":[7,135],"because":[8,43],"of":[9,13,44,50,60,76,89,104,144,149,158],"time":[10,48],"pressure,":[11],"lack":[12],"understanding,":[14],"communication,":[15],"and--or":[16],"skills.":[17],"Anti-patterns":[18],"impede":[19],"development":[20],"and":[21,49,67,95,97,136],"maintenance":[22],"activities":[23],"by":[24],"making":[25],"the":[26,45,51,142,161],"source":[27],"code":[28],"more":[29,169],"difficult":[30],"to":[31,73,116,167],"understand.":[32],"Detecting":[33,56],"a":[36,61,113,121,156],"whole":[37,162],"system":[39,62],"be":[41,100],"infeasible":[42],"required":[46],"parsing":[47],"subsequent":[52],"needed":[53],"manual":[54],"validation.":[55],"on":[58,102,120,155],"subsets":[59,103],"could":[63],"reduce":[64],"costs,":[65],"effort,":[66],"resources.":[68],"Researchers":[69],"have":[70,81,92],"proposed":[71],"approaches":[72,80],"detect":[74,117],"occurrences":[75,154,171],"but":[78],"these":[79,108],"currently":[82],"some":[83],"limitations:":[84],"they":[85,91,98],"require":[86],"extensive":[87],"knowledge":[88],"anti-patterns,":[90,118,138],"limited":[93],"precision":[94],"recall,":[96],"cannot":[99],"applied":[101],"systems.":[105],"To":[106],"overcome":[107],"limitations,":[109],"we":[110,139],"SVMDetect,":[112],"novel":[114],"approach":[115],"based":[119],"machine":[122],"learning":[123],"technique---support":[124],"vector":[125],"machines.":[126],"Indeed,":[127],"through":[128],"an":[129],"empirical":[130],"study":[131],"involving":[132],"three":[133],"subject":[134],"four":[137],"showed":[140],"that":[141],"accuracy":[143],"SVMDetect":[145,164],"is":[146,165],"greater":[147],"than":[148,172],"DETEX":[150],"when":[151],"detecting":[152],"set":[157],"classes.":[159],"Concerning,":[160],"system,":[163],"able":[166],"find":[168],"DETEX.":[173]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":15},{"year":2019,"cited_by_count":10},{"year":2018,"cited_by_count":10},{"year":2017,"cited_by_count":7},{"year":2016,"cited_by_count":4},{"year":2015,"cited_by_count":3},{"year":2014,"cited_by_count":2},{"year":2013,"cited_by_count":2},{"year":2012,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}