{"id":"https://openalex.org/W2163732854","doi":"https://doi.org/10.1109/msr.2010.5463279","title":"An extensive comparison of bug prediction approaches","display_name":"An extensive comparison of bug prediction approaches","publication_year":2010,"publication_date":"2010-05-01","ids":{"openalex":"https://openalex.org/W2163732854","doi":"https://doi.org/10.1109/msr.2010.5463279","mag":"2163732854"},"language":"en","primary_location":{"id":"doi:10.1109/msr.2010.5463279","is_oa":false,"landing_page_url":"https://doi.org/10.1109/msr.2010.5463279","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2010 7th IEEE Working Conference on Mining Software Repositories (MSR 2010)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5051860378","display_name":"Marco D\u2019Ambros","orcid":"https://orcid.org/0009-0008-3765-0871"},"institutions":[{"id":"https://openalex.org/I57201433","display_name":"Universit\u00e0 della Svizzera italiana","ror":"https://ror.org/03c4atk17","country_code":"CH","type":"education","lineage":["https://openalex.org/I57201433"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Marco D'Ambros","raw_affiliation_strings":["University of Lugano, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Lugano, Switzerland","institution_ids":["https://openalex.org/I57201433"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038257395","display_name":"Michele Lanza","orcid":"https://orcid.org/0000-0003-4391-0197"},"institutions":[{"id":"https://openalex.org/I57201433","display_name":"Universit\u00e0 della Svizzera italiana","ror":"https://ror.org/03c4atk17","country_code":"CH","type":"education","lineage":["https://openalex.org/I57201433"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Michele Lanza","raw_affiliation_strings":["University of Lugano, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Lugano, Switzerland","institution_ids":["https://openalex.org/I57201433"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031712876","display_name":"Romain Robbes","orcid":"https://orcid.org/0000-0003-4569-6868"},"institutions":[{"id":"https://openalex.org/I69737025","display_name":"University of Chile","ror":"https://ror.org/047gc3g35","country_code":"CL","type":"education","lineage":["https://openalex.org/I69737025"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Romain Robbes","raw_affiliation_strings":["Computer Science Department (DCC), University of Chile, Santiago, Chile"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department (DCC), University of Chile, Santiago, Chile","institution_ids":["https://openalex.org/I69737025"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":15.7503,"has_fulltext":false,"cited_by_count":644,"citation_normalized_percentile":{"value":0.99402585,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"31","last_page":"41"},"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":0.9995999932289124,"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/T12127","display_name":"Software System Performance and Reliability","score":0.9990000128746033,"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/benchmark","display_name":"Benchmark (surveying)","score":0.905085563659668},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7823172807693481},{"id":"https://openalex.org/keywords/software-bug","display_name":"Software bug","score":0.6283009648323059},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.6183142066001892},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.6031203269958496},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.6019704341888428},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.5709423422813416},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5104871988296509},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.4560025930404663},{"id":"https://openalex.org/keywords/predictive-power","display_name":"Predictive power","score":0.42611101269721985},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37851449847221375},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.07055357098579407}],"concepts":[{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.905085563659668},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7823172807693481},{"id":"https://openalex.org/C1009929","wikidata":"https://www.wikidata.org/wiki/Q179550","display_name":"Software bug","level":3,"score":0.6283009648323059},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.6183142066001892},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.6031203269958496},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.6019704341888428},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.5709423422813416},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5104871988296509},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.4560025930404663},{"id":"https://openalex.org/C2778136018","wikidata":"https://www.wikidata.org/wiki/Q10350689","display_name":"Predictive power","level":2,"score":0.42611101269721985},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37851449847221375},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.07055357098579407},{"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/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/msr.2010.5463279","is_oa":false,"landing_page_url":"https://doi.org/10.1109/msr.2010.5463279","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2010 7th IEEE Working Conference on Mining Software Repositories (MSR 2010)","raw_type":"proceedings-article"},{"id":"pmh:oai:alma.39UBZ_INST:11235345180001241","is_oa":false,"landing_page_url":"https://ieeexplore.ieee.org/abstract/document/5463279/","pdf_url":null,"source":{"id":"https://openalex.org/S4210197018","display_name":"Open Research (University of Surrey)","issn_l":"2688-268X","issn":["2688-268X","2688-3988"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Proceedings"},{"id":"pmh:oai:unibz.it:11235345180001241","is_oa":false,"landing_page_url":"https://bia.unibz.it/esploro/outputs/conferenceProceeding/An-extensive-comparison-of-bug-prediction/991005773400801241","pdf_url":null,"source":{"id":"https://openalex.org/S4210197018","display_name":"Open Research (University of Surrey)","issn_l":"2688-268X","issn":["2688-268X","2688-3988"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference Proceedings"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1992696529","https://openalex.org/W2036296745","https://openalex.org/W2082314767","https://openalex.org/W2100945416","https://openalex.org/W2105300539","https://openalex.org/W2107643286","https://openalex.org/W2110385988","https://openalex.org/W2110498832","https://openalex.org/W2110656807","https://openalex.org/W2121866145","https://openalex.org/W2123551785","https://openalex.org/W2128666163","https://openalex.org/W2131316297","https://openalex.org/W2132762162","https://openalex.org/W2132887549","https://openalex.org/W2135198476","https://openalex.org/W2135250985","https://openalex.org/W2141051748","https://openalex.org/W2142481192","https://openalex.org/W2146335723","https://openalex.org/W2147105902","https://openalex.org/W2149783794","https://openalex.org/W2150786161","https://openalex.org/W2151553346","https://openalex.org/W2158744032","https://openalex.org/W2158864412","https://openalex.org/W2159610968","https://openalex.org/W2166336492","https://openalex.org/W6671010391","https://openalex.org/W6674712254","https://openalex.org/W6676371104","https://openalex.org/W6676396137","https://openalex.org/W6679453881","https://openalex.org/W6684187841"],"related_works":["https://openalex.org/W3114272811","https://openalex.org/W2884834684","https://openalex.org/W3189884647","https://openalex.org/W2917165927","https://openalex.org/W4385950391","https://openalex.org/W3123614577","https://openalex.org/W3023917431","https://openalex.org/W4311802502","https://openalex.org/W4379911910","https://openalex.org/W1998320186"],"abstract_inverted_index":{"Reliably":[0],"predicting":[1],"software":[2,7,69],"defects":[3],"is":[4],"one":[5],"of":[6,18,25,37,60,67,76,82,103,115],"engineering's":[8],"holy":[9],"grails.":[10],"Researchers":[11],"have":[12],"devised":[13],"and":[14,28,71,79,101,111],"implemented":[15],"a":[16,52,61,113],"plethora":[17],"bug":[19,84,118],"prediction":[20,85,119],"approaches":[21,90,105],"varying":[22],"in":[23,57],"terms":[24],"accuracy,":[26],"complexity":[27],"the":[29,35,58,77,95,99,104],"input":[30],"data":[31,64],"they":[32],"require.":[33],"However,":[34],"absence":[36],"an":[38,73],"established":[39],"benchmark":[40,53,110],"makes":[41],"it":[42],"hard,":[43],"if":[44],"not":[45],"impossible,":[46],"to":[47,108],"compare":[48],"approaches.":[49],"We":[50],"present":[51],"for":[54],"defect":[55],"prediction,":[56],"form":[59],"publicly":[62],"available":[63],"set":[65],"consisting":[66],"several":[68],"systems,":[70],"provide":[72],"extensive":[74],"comparison":[75],"explanative":[78],"predictive":[80],"power":[81],"well-known":[83],"approaches,":[86],"together":[87],"with":[88,106],"novel":[89],"we":[91,97],"devised.":[92],"Based":[93],"on":[94,117],"results,":[96],"discuss":[98],"performance":[100],"stability":[102],"respect":[107],"our":[109],"deduce":[112],"number":[114],"insights":[116],"models.":[120]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":21},{"year":2024,"cited_by_count":38},{"year":2023,"cited_by_count":44},{"year":2022,"cited_by_count":44},{"year":2021,"cited_by_count":78},{"year":2020,"cited_by_count":62},{"year":2019,"cited_by_count":53},{"year":2018,"cited_by_count":59},{"year":2017,"cited_by_count":36},{"year":2016,"cited_by_count":50},{"year":2015,"cited_by_count":48},{"year":2014,"cited_by_count":33},{"year":2013,"cited_by_count":31},{"year":2012,"cited_by_count":25}],"updated_date":"2026-08-09T07:27:16.801131","created_date":"2025-10-10T00:00:00"}