{"id":"https://openalex.org/W4399213553","doi":"https://doi.org/10.1145/3639477.3639717","title":"On the Costs and Benefits of Adopting Lifelong Learning for Software Analytics - Empirical Study on Brown Build and Risk Prediction","display_name":"On the Costs and Benefits of Adopting Lifelong Learning for Software Analytics - Empirical Study on Brown Build and Risk Prediction","publication_year":2024,"publication_date":"2024-04-14","ids":{"openalex":"https://openalex.org/W4399213553","doi":"https://doi.org/10.1145/3639477.3639717"},"language":"en","primary_location":{"id":"doi:10.1145/3639477.3639717","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3639477.3639717","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3639477.3639717","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 46th International Conference on Software Engineering: Software Engineering in Practice","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3639477.3639717","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5025734937","display_name":"Doriane Olewicki","orcid":"https://orcid.org/0000-0002-3285-1884"},"institutions":[{"id":"https://openalex.org/I204722609","display_name":"Queen's University","ror":"https://ror.org/02y72wh86","country_code":"CA","type":"education","lineage":["https://openalex.org/I204722609"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Doriane Olewicki","raw_affiliation_strings":["Queen's University, Kingston, Ontario, Canada"],"raw_orcid":"https://orcid.org/0000-0002-3285-1884","affiliations":[{"raw_affiliation_string":"Queen's University, Kingston, Ontario, Canada","institution_ids":["https://openalex.org/I204722609"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060644524","display_name":"Sarra Habchi","orcid":"https://orcid.org/0000-0002-5989-1413"},"institutions":[{"id":"https://openalex.org/I4210104072","display_name":"Ubisoft (Canada)","ror":"https://ror.org/01hmp5p66","country_code":"CA","type":"company","lineage":["https://openalex.org/I4210104072"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Sarra Habchi","raw_affiliation_strings":["Ubisoft, Montreal, Canada"],"raw_orcid":"https://orcid.org/0000-0002-5989-1413","affiliations":[{"raw_affiliation_string":"Ubisoft, Montreal, Canada","institution_ids":["https://openalex.org/I4210104072"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010592431","display_name":"Mathieu Nayrolles","orcid":"https://orcid.org/0000-0001-5248-237X"},"institutions":[{"id":"https://openalex.org/I4210104072","display_name":"Ubisoft (Canada)","ror":"https://ror.org/01hmp5p66","country_code":"CA","type":"company","lineage":["https://openalex.org/I4210104072"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Mathieu Nayrolles","raw_affiliation_strings":["Ubisoft, Montreal, Canada"],"raw_orcid":"https://orcid.org/0000-0001-5248-237X","affiliations":[{"raw_affiliation_string":"Ubisoft, Montreal, Canada","institution_ids":["https://openalex.org/I4210104072"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033282594","display_name":"Mojtaba Faramarzi","orcid":"https://orcid.org/0009-0007-7197-846X"},"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":"Mojtaba Faramarzi","raw_affiliation_strings":["Universite de Montreal, Montreal, Canada"],"raw_orcid":"https://orcid.org/0009-0007-7197-846X","affiliations":[{"raw_affiliation_string":"Universite de Montreal, Montreal, Canada","institution_ids":["https://openalex.org/I70931966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027720969","display_name":"Sarath Chandar","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":"Sarath Chandar","raw_affiliation_strings":["Polytechnique Montreal, Montreal, Canada"],"raw_orcid":"https://orcid.org/0000-0002-9678-2830","affiliations":[{"raw_affiliation_string":"Polytechnique Montreal, Montreal, Canada","institution_ids":["https://openalex.org/I45683168"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058164381","display_name":"Bram Adams","orcid":"https://orcid.org/0000-0001-7213-4006"},"institutions":[{"id":"https://openalex.org/I204722609","display_name":"Queen's University","ror":"https://ror.org/02y72wh86","country_code":"CA","type":"education","lineage":["https://openalex.org/I204722609"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Bram Adams","raw_affiliation_strings":["Queen's University, Kingston, Ontario, Canada"],"raw_orcid":"https://orcid.org/0000-0001-7213-4006","affiliations":[{"raw_affiliation_string":"Queen's University, Kingston, Ontario, Canada","institution_ids":["https://openalex.org/I204722609"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"275","last_page":"286"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9997000098228455,"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"}},{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9896000027656555,"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"}},{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9797000288963318,"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":0.6585240960121155},{"id":"https://openalex.org/keywords/empirical-research","display_name":"Empirical research","score":0.5515411496162415},{"id":"https://openalex.org/keywords/lifelong-learning","display_name":"Lifelong learning","score":0.5389009714126587},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5272342562675476},{"id":"https://openalex.org/keywords/software-analytics","display_name":"Software analytics","score":0.4760858118534088},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.449337899684906},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.41325563192367554},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.3739035129547119},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3352435231208801},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.1833433210849762},{"id":"https://openalex.org/keywords/software-construction","display_name":"Software construction","score":0.11408588290214539},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.10978609323501587},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.07901549339294434},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.07379531860351562}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6585240960121155},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.5515411496162415},{"id":"https://openalex.org/C108771440","wikidata":"https://www.wikidata.org/wiki/Q368475","display_name":"Lifelong learning","level":2,"score":0.5389009714126587},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5272342562675476},{"id":"https://openalex.org/C171981572","wikidata":"https://www.wikidata.org/wiki/Q7554239","display_name":"Software analytics","level":5,"score":0.4760858118534088},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.449337899684906},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.41325563192367554},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3739035129547119},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3352435231208801},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.1833433210849762},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.11408588290214539},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.10978609323501587},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.07901549339294434},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.07379531860351562},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3639477.3639717","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3639477.3639717","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3639477.3639717","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 46th International Conference on Software Engineering: Software Engineering in Practice","raw_type":"proceedings-article"},{"id":"pmh:oai:publications.polymtl.ca:58672","is_oa":false,"landing_page_url":"https://publications.polymtl.ca/58672/","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":null,"raw_type":"Communication de conf\u00e9rence"}],"best_oa_location":{"id":"doi:10.1145/3639477.3639717","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3639477.3639717","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3639477.3639717","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 46th International Conference on Software Engineering: Software Engineering in Practice","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.4399999976158142,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4399213553.pdf"},"referenced_works_count":58,"referenced_works":["https://openalex.org/W1904826605","https://openalex.org/W1964544799","https://openalex.org/W1977177161","https://openalex.org/W2009389031","https://openalex.org/W2044988198","https://openalex.org/W2057826716","https://openalex.org/W2072566913","https://openalex.org/W2088220893","https://openalex.org/W2099419573","https://openalex.org/W2113839990","https://openalex.org/W2124797841","https://openalex.org/W2132887549","https://openalex.org/W2147386665","https://openalex.org/W2152545736","https://openalex.org/W2244109919","https://openalex.org/W2295598076","https://openalex.org/W2417137833","https://openalex.org/W2524910163","https://openalex.org/W2529605558","https://openalex.org/W2530824252","https://openalex.org/W2560647685","https://openalex.org/W2603119212","https://openalex.org/W2606150376","https://openalex.org/W2743151379","https://openalex.org/W2754791538","https://openalex.org/W2788388592","https://openalex.org/W2793696582","https://openalex.org/W2883986603","https://openalex.org/W2888303318","https://openalex.org/W2890965997","https://openalex.org/W2902618648","https://openalex.org/W2914103415","https://openalex.org/W2950885698","https://openalex.org/W2955232136","https://openalex.org/W2963876099","https://openalex.org/W2972725030","https://openalex.org/W2973296283","https://openalex.org/W3026857934","https://openalex.org/W3088925335","https://openalex.org/W3089692094","https://openalex.org/W3101098605","https://openalex.org/W3102015031","https://openalex.org/W3121414853","https://openalex.org/W3162315425","https://openalex.org/W3169025994","https://openalex.org/W3194600864","https://openalex.org/W4205420848","https://openalex.org/W4250664506","https://openalex.org/W4252861488","https://openalex.org/W4284686817","https://openalex.org/W4285213123","https://openalex.org/W4285229502","https://openalex.org/W4319653845","https://openalex.org/W6648932439","https://openalex.org/W6671033874","https://openalex.org/W6748613090","https://openalex.org/W6785333560","https://openalex.org/W6869608176"],"related_works":["https://openalex.org/W2038746072","https://openalex.org/W1995108926","https://openalex.org/W2543688022","https://openalex.org/W4390273888","https://openalex.org/W3193780199","https://openalex.org/W2921324640","https://openalex.org/W872215992","https://openalex.org/W4244160637","https://openalex.org/W3047655213","https://openalex.org/W2062940763"],"abstract_inverted_index":{"Nowadays,":[0],"software":[1],"analytics":[2],"tools":[3],"using":[4],"machine":[5],"learning":[6,105],"(ML)":[7],"models":[8,42,82],"to,":[9],"for":[10],"example,":[11],"predict":[12],"the":[13,24,38,81,84,92,98],"risk":[14],"of":[15,26,40],"a":[16,27,55,61,72],"code":[17],"change":[18],"are":[19],"well":[20],"established.":[21],"However,":[22],"as":[23,83],"goals":[25],"project":[28],"shift":[29],"over":[30,47],"time,":[31],"and":[32,34,89,112],"developers":[33],"their":[35],"habits":[36],"change,":[37],"performance":[39,66],"said":[41],"tends":[43],"to":[44],"degrade":[45],"(drift)":[46],"time.":[48],"Current":[49],"retraining":[50,54],"practices":[51],"typically":[52],"require":[53],"new":[56,93],"model":[57,86,94],"from":[58],"scratch":[59],"on":[60],"large":[62],"updated":[63],"dataset":[64],"when":[65],"decay":[67],"is":[68,77,87],"observed,":[69],"thus":[70],"incurring":[71],"computational":[73],"cost;":[74],"also":[75],"there":[76],"no":[78],"continuity":[79],"between":[80],"past":[85],"discarded":[88],"ignored":[90],"during":[91],"training.":[95],"Even":[96],"though":[97],"literature":[99],"has":[100],"taken":[101],"interest":[102],"in":[103,114],"online":[104],"approaches,":[106],"those":[107],"have":[108],"rarely":[109],"been":[110],"integrated":[111],"evaluated":[113],"industrial":[115],"environments.":[116]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}