{"id":"https://openalex.org/W3005176635","doi":"https://doi.org/10.1145/3377024.3377040","title":"Generating attributed variability models for transfer learning","display_name":"Generating attributed variability models for transfer learning","publication_year":2020,"publication_date":"2020-02-05","ids":{"openalex":"https://openalex.org/W3005176635","doi":"https://doi.org/10.1145/3377024.3377040","mag":"3005176635"},"language":"en","primary_location":{"id":"doi:10.1145/3377024.3377040","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3377024.3377040","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th International Working Conference on Variability Modelling of Software-Intensive Systems","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/A5087689793","display_name":"Johannes Dorn","orcid":"https://orcid.org/0000-0002-5562-0894"},"institutions":[{"id":"https://openalex.org/I51441396","display_name":"Bauhaus-Universit\u00e4t Weimar","ror":"https://ror.org/033bb5z47","country_code":"DE","type":"education","lineage":["https://openalex.org/I51441396"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Johannes Dorn","raw_affiliation_strings":["Bauhaus-Universit\u00e4t Weimar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bauhaus-Universit\u00e4t Weimar","institution_ids":["https://openalex.org/I51441396"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054951840","display_name":"Sven Apel","orcid":"https://orcid.org/0000-0003-3687-2233"},"institutions":[{"id":"https://openalex.org/I91712215","display_name":"Saarland University","ror":"https://ror.org/01jdpyv68","country_code":"DE","type":"education","lineage":["https://openalex.org/I91712215"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sven Apel","raw_affiliation_strings":["Saarland University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Saarland University","institution_ids":["https://openalex.org/I91712215"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004072538","display_name":"Norbert Siegmund","orcid":"https://orcid.org/0000-0001-7741-7777"},"institutions":[{"id":"https://openalex.org/I51441396","display_name":"Bauhaus-Universit\u00e4t Weimar","ror":"https://ror.org/033bb5z47","country_code":"DE","type":"education","lineage":["https://openalex.org/I51441396"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Norbert Siegmund","raw_affiliation_strings":["Bauhaus-Universit\u00e4t Weimar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bauhaus-Universit\u00e4t Weimar","institution_ids":["https://openalex.org/I51441396"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.1139,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.83540548,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9991000294685364,"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":0.9991000294685364,"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/T10639","display_name":"Advanced Software Engineering Methodologies","score":0.9969000220298767,"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/T12423","display_name":"Software Reliability and Analysis Research","score":0.9933000206947327,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8276547789573669},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.6594820022583008},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.6052363514900208},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5696726441383362},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5673102736473083},{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.5583086609840393},{"id":"https://openalex.org/keywords/property","display_name":"Property (philosophy)","score":0.5263965129852295},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4650389552116394},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45225289463996887},{"id":"https://openalex.org/keywords/software-system","display_name":"Software system","score":0.44096148014068604},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.41396546363830566},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.4112655818462372}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8276547789573669},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6594820022583008},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.6052363514900208},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5696726441383362},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5673102736473083},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.5583086609840393},{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.5263965129852295},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4650389552116394},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45225289463996887},{"id":"https://openalex.org/C149091818","wikidata":"https://www.wikidata.org/wiki/Q2429814","display_name":"Software system","level":3,"score":0.44096148014068604},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.41396546363830566},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.4112655818462372},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","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:10.1145/3377024.3377040","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3377024.3377040","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th International Working Conference on Variability Modelling of Software-Intensive Systems","raw_type":"proceedings-article"},{"id":"pmh:doi:10.22028/d291-47089","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"conferenceObjectPart"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.9100000262260437,"display_name":"Affordable and clean energy"}],"awards":[{"id":"https://openalex.org/G7182458361","display_name":null,"funder_award_id":"SI 2171/3-1, SI 2171/2, AP 206/11-1","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W79667711","https://openalex.org/W1965555277","https://openalex.org/W1993828811","https://openalex.org/W2002961312","https://openalex.org/W2042154985","https://openalex.org/W2072617662","https://openalex.org/W2078483536","https://openalex.org/W2084627971","https://openalex.org/W2084775027","https://openalex.org/W2099111195","https://openalex.org/W2113201637","https://openalex.org/W2126105956","https://openalex.org/W2148974547","https://openalex.org/W2156843723","https://openalex.org/W2286629231","https://openalex.org/W2605705966","https://openalex.org/W2740402962","https://openalex.org/W2742036245","https://openalex.org/W2767322025","https://openalex.org/W2789351846","https://openalex.org/W2898888361","https://openalex.org/W2915943662","https://openalex.org/W2948648113","https://openalex.org/W2949081621","https://openalex.org/W2953843994","https://openalex.org/W2954141573","https://openalex.org/W2962948349","https://openalex.org/W3023003447","https://openalex.org/W4230126391"],"related_works":["https://openalex.org/W2000785801","https://openalex.org/W986318368","https://openalex.org/W2384410913","https://openalex.org/W2352878646","https://openalex.org/W2004734601","https://openalex.org/W2130149817","https://openalex.org/W2990194547","https://openalex.org/W1480123525","https://openalex.org/W2620865396","https://openalex.org/W2414054180"],"abstract_inverted_index":{"Modern":[0],"software":[1,28,81,185],"systems":[2],"often":[3,147],"provide":[4],"configuration":[5],"options":[6,60],"for":[7,78,95,183],"customizing":[8],"of":[9,26,40,56,67,108,127,137,179,218,226,233],"the":[10,38,54,99,125,133,224,231],"system's":[11,42],"functional":[12],"and":[13,20,86,91,135,177],"non-functional":[14,43],"properties,":[15,44],"such":[16],"as":[17],"response":[18],"time":[19],"energy":[21],"consumption.":[22],"The":[23,64],"valid":[24],"configurations":[25],"a":[27,34,41,62,74,79,83,87,168,189,198,204],"system":[29],"are":[30,69,92],"commonly":[31],"documented":[32],"in":[33,73,154],"variability":[35,45,165,207],"model.":[36,170],"Supporting":[37],"optimization":[39],"models":[46,166],"have":[47],"been":[48],"extended":[49],"with":[50,114,197],"attributes":[51,68,111],"that":[52,209],"represent":[53],"influence":[55],"one":[57],"or":[58],"multiple":[59],"on":[61,120],"property.":[63],"concrete":[65],"values":[66,102],"typically":[70],"determined":[71],"only":[72,94],"single":[75],"environment":[76],"(e.g.,":[77],"specific":[80,88],"version,":[82],"certain":[84],"workload,":[85],"hardware":[89],"setup)":[90],"applicable":[93],"this":[96,155],"context.":[97],"Changing":[98],"environment,":[100],"attribute":[101,130,194,220],"need":[103],"to":[104,123,161,192],"be":[105],"updated.":[106],"Instead":[107],"determining":[109],"all":[110],"from":[112,167],"scratch":[113],"new":[115,129,138],"measurements,":[116],"recent":[117],"approaches":[118],"rely":[119],"transfer":[121],"learning":[122],"reduce":[124],"effort":[126],"obtaining":[128],"values.":[131,195,221],"However,":[132],"development":[134],"evaluation":[136,232],"transfer-learning":[139,181,236],"techniques":[140,182],"requires":[141],"extensive":[142],"measurements":[143],"by":[144,229],"themselves,":[145],"which":[146],"is":[148],"prohibitively":[149],"costly.":[150],"To":[151],"support":[152,175],"research":[153,176],"area,":[156],"we":[157,173,202],"propose":[158],"an":[159,234],"approach":[160,228],"synthesize":[162],"realistic":[163,216],"attributed":[164,206],"base":[169],"This":[171],"way,":[172],"can":[174],"validation":[178],"novel":[180],"configurable":[184],"systems.":[186],"We":[187,222],"use":[188],"genetic":[190],"algorithm":[191],"vary":[193],"Combined":[196],"declarative":[199],"objective":[200],"function,":[201],"search":[203],"changed":[205],"model":[208],"keeps":[210],"some":[211],"key":[212],"characteristics":[213],"while":[214],"mimicking":[215],"changes":[217],"individual":[219],"demonstrate":[223],"applicability":[225],"our":[227],"replicating":[230],"existing":[235],"technique.":[237]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}