{"id":"https://openalex.org/W2752159327","doi":"https://doi.org/10.1109/ase.2017.8115661","title":"Transfer learning for performance modeling of configurable systems: An exploratory analysis","display_name":"Transfer learning for performance modeling of configurable systems: An exploratory analysis","publication_year":2017,"publication_date":"2017-10-01","ids":{"openalex":"https://openalex.org/W2752159327","doi":"https://doi.org/10.1109/ase.2017.8115661","mag":"2752159327"},"language":"en","primary_location":{"id":"doi:10.1109/ase.2017.8115661","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ase.2017.8115661","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 32nd IEEE/ACM International Conference on Automated Software Engineering (ASE)","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1709.02280","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5064540250","display_name":"Pooyan Jamshidi","orcid":"https://orcid.org/0000-0002-9342-0703"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Pooyan Jamshidi","raw_affiliation_strings":["Carnegie Mellon University, USA","Carnegie -Mellon University, USA"],"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, USA","institution_ids":["https://openalex.org/I74973139"]},{"raw_affiliation_string":"Carnegie -Mellon University, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","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-University Weimar, Germany","Bauhaus University, Weimar, Germany,"],"affiliations":[{"raw_affiliation_string":"Bauhaus-University Weimar, Germany","institution_ids":["https://openalex.org/I51441396"]},{"raw_affiliation_string":"Bauhaus University, Weimar, Germany,","institution_ids":["https://openalex.org/I51441396"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029779870","display_name":"Miguel Velez","orcid":"https://orcid.org/0000-0001-9564-6936"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Miguel Velez","raw_affiliation_strings":["Carnegie Mellon University, USA","Carnegie -Mellon University, USA"],"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, USA","institution_ids":["https://openalex.org/I74973139"]},{"raw_affiliation_string":"Carnegie -Mellon University, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067467896","display_name":"Christian K\u00e4stner","orcid":"https://orcid.org/0000-0002-4450-4572"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Christian Kastner","raw_affiliation_strings":["Carnegie Mellon University, USA","Carnegie -Mellon University, USA"],"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, USA","institution_ids":["https://openalex.org/I74973139"]},{"raw_affiliation_string":"Carnegie -Mellon University, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103145403","display_name":"Akshay Patel","orcid":"https://orcid.org/0000-0001-8023-6600"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Akshay Patel","raw_affiliation_strings":["Carnegie Mellon University, USA","Carnegie -Mellon University, USA"],"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, USA","institution_ids":["https://openalex.org/I74973139"]},{"raw_affiliation_string":"Carnegie -Mellon University, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071257070","display_name":"Yuvraj Agarwal","orcid":"https://orcid.org/0000-0001-9304-6080"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yuvraj Agarwal","raw_affiliation_strings":["Carnegie Mellon University, USA","Carnegie -Mellon University, USA"],"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, USA","institution_ids":["https://openalex.org/I74973139"]},{"raw_affiliation_string":"Carnegie -Mellon University, USA","institution_ids":["https://openalex.org/I74973139"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5064540250"],"corresponding_institution_ids":["https://openalex.org/I74973139"],"apc_list":null,"apc_paid":null,"fwci":1.0948,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.81177079,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"497","last_page":"508"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9998999834060669,"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"}},{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9983999729156494,"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":0.9958999752998352,"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":0.7770038843154907},{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.7167854309082031},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.6605374813079834},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.6421570777893066},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5989508032798767},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44303250312805176},{"id":"https://openalex.org/keywords/knowledge-transfer","display_name":"Knowledge transfer","score":0.4420667290687561},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4257887303829193},{"id":"https://openalex.org/keywords/sampling","display_name":"Sampling (signal processing)","score":0.4180788993835449},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.35355764627456665},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.3265291452407837},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.24391159415245056},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13191822171211243}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7770038843154907},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.7167854309082031},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6605374813079834},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.6421570777893066},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5989508032798767},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44303250312805176},{"id":"https://openalex.org/C2776960227","wikidata":"https://www.wikidata.org/wiki/Q2586354","display_name":"Knowledge transfer","level":2,"score":0.4420667290687561},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4257887303829193},{"id":"https://openalex.org/C140779682","wikidata":"https://www.wikidata.org/wiki/Q210868","display_name":"Sampling (signal processing)","level":3,"score":0.4180788993835449},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.35355764627456665},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.3265291452407837},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.24391159415245056},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13191822171211243},{"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/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/ase.2017.8115661","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ase.2017.8115661","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 32nd IEEE/ACM International Conference on Automated Software Engineering (ASE)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:1709.02280","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1709.02280","pdf_url":"https://arxiv.org/pdf/1709.02280","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"},{"id":"mag:2752159327","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/1709.02280.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.48550/arxiv.1709.02280","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1709.02280","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1709.02280","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1709.02280","pdf_url":"https://arxiv.org/pdf/1709.02280","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"},"sustainable_development_goals":[{"score":0.4099999964237213,"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"},{"id":"https://openalex.org/F4320332180","display_name":"Defense Advanced Research Projects Agency","ror":"https://ror.org/02caytj08"},{"id":"https://openalex.org/F4320338294","display_name":"Air Force Research Laboratory","ror":"https://ror.org/02e2egq70"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2752159327.pdf","grobid_xml":"https://content.openalex.org/works/W2752159327.grobid-xml"},"referenced_works_count":75,"referenced_works":["https://openalex.org/W23465637","https://openalex.org/W74931915","https://openalex.org/W100464641","https://openalex.org/W616055941","https://openalex.org/W1651603302","https://openalex.org/W1663973292","https://openalex.org/W1821462560","https://openalex.org/W1970017388","https://openalex.org/W1975619286","https://openalex.org/W1993828811","https://openalex.org/W2011973765","https://openalex.org/W2018475799","https://openalex.org/W2025045787","https://openalex.org/W2038361169","https://openalex.org/W2040900804","https://openalex.org/W2041496338","https://openalex.org/W2041783719","https://openalex.org/W2042121628","https://openalex.org/W2042154985","https://openalex.org/W2047003964","https://openalex.org/W2047162235","https://openalex.org/W2055906872","https://openalex.org/W2067432065","https://openalex.org/W2072617662","https://openalex.org/W2084627971","https://openalex.org/W2091235628","https://openalex.org/W2099111195","https://openalex.org/W2103434431","https://openalex.org/W2111444234","https://openalex.org/W2117695619","https://openalex.org/W2121589816","https://openalex.org/W2123779036","https://openalex.org/W2125942808","https://openalex.org/W2139528471","https://openalex.org/W2143216064","https://openalex.org/W2148974547","https://openalex.org/W2149464712","https://openalex.org/W2150069716","https://openalex.org/W2165698076","https://openalex.org/W2171060037","https://openalex.org/W2240989855","https://openalex.org/W2249475272","https://openalex.org/W2317866228","https://openalex.org/W2511419816","https://openalex.org/W2518085703","https://openalex.org/W2519791237","https://openalex.org/W2522470548","https://openalex.org/W2583265819","https://openalex.org/W2591924527","https://openalex.org/W2604879234","https://openalex.org/W2605705966","https://openalex.org/W2611573015","https://openalex.org/W2736422900","https://openalex.org/W2793142602","https://openalex.org/W2949667497","https://openalex.org/W2951472531","https://openalex.org/W2951670162","https://openalex.org/W2963721181","https://openalex.org/W2964125718","https://openalex.org/W2964298054","https://openalex.org/W3003349084","https://openalex.org/W3145442896","https://openalex.org/W4230126391","https://openalex.org/W4233949481","https://openalex.org/W4238859253","https://openalex.org/W6638523607","https://openalex.org/W6640217614","https://openalex.org/W6644097627","https://openalex.org/W6682095809","https://openalex.org/W6682132143","https://openalex.org/W6683633756","https://openalex.org/W6727065167","https://openalex.org/W6729265012","https://openalex.org/W6749109469","https://openalex.org/W6837117956"],"related_works":["https://openalex.org/W2962948349","https://openalex.org/W2898888361","https://openalex.org/W2931082320","https://openalex.org/W2916450331","https://openalex.org/W2793098857","https://openalex.org/W2765147047","https://openalex.org/W1997603200","https://openalex.org/W2739485145","https://openalex.org/W2407963092","https://openalex.org/W2889681271","https://openalex.org/W2562590366","https://openalex.org/W1533776166","https://openalex.org/W2895120617","https://openalex.org/W3016330397","https://openalex.org/W2887091782","https://openalex.org/W2269568978","https://openalex.org/W2231325826","https://openalex.org/W1939897735","https://openalex.org/W2622553490","https://openalex.org/W2404888706"],"abstract_inverted_index":{"Modern":[0],"software":[1,112,115,125],"systems":[2],"provide":[3],"many":[4],"configuration":[5,20,40,197],"options":[6],"which":[7],"significantly":[8],"influence":[9],"their":[10],"non-functional":[11],"properties.":[12],"To":[13,92],"understand":[14,163],"and":[15,24,84,117,124],"predict":[16],"the":[17,37,50,129,158,164,168,193,196],"effect":[18],"of":[19,52,67,167,195],"options,":[21],"several":[22],"sampling":[23,187],"learning":[25,44,87],"strategies":[26],"have":[27],"been":[28,46],"proposed,":[29],"albeit":[30],"often":[31],"with":[32],"significant":[33],"cost":[34],"to":[35,48,71,100,127,157],"cover":[36],"highly":[38],"dimensional":[39],"space.":[41,198],"Recently,":[42],"transfer":[43,86,102,138,182],"has":[45],"applied":[47],"reduce":[49],"effort":[51],"constructing":[53],"performance":[54,60,90,159,165],"models":[55,75],"by":[56,152,191],"transferring":[57],"knowledge":[58,131,184],"about":[59],"behavior":[61,166],"across":[62],"environments.":[63],"While":[64],"this":[65],"line":[66],"research":[68],"is":[69,81,98],"promising":[70],"learn":[72],"more":[73,188],"accurate":[74],"at":[76],"a":[77,154],"lower":[78],"cost,":[79],"it":[80,97],"unclear":[82],"why":[83],"when":[85,96],"works":[88],"for":[89,137,172],"modeling.":[91],"shed":[93],"light":[94],"on":[95,109],"beneficial":[99],"apply":[101],"learning,":[103],"we":[104,161,180],"conducted":[105],"an":[106],"empirical":[107],"study":[108],"four":[110],"popular":[111],"systems,":[113],"varying":[114],"configurations":[116],"environmental":[118,146,174],"conditions,":[119],"such":[120],"as":[121],"hardware,":[122],"workload,":[123],"versions,":[126],"identify":[128],"key":[130],"pieces":[132],"that":[133,143,185],"can":[134,162,181],"be":[135],"exploited":[136],"learning.":[139],"Our":[140],"results":[141],"show":[142],"in":[144],"small":[145],"changes":[147,175],"(e.g.,":[148,176],"homogeneous":[149],"workload":[150,178],"change),":[151],"applying":[153],"linear":[155],"transformation":[156],"model,":[160],"target":[169],"environment,":[170],"while":[171],"severe":[173],"drastic":[177],"change)":[179],"only":[183],"makes":[186],"efficient,":[189],"e.g.,":[190],"reducing":[192],"dimensionality":[194]},"counts_by_year":[{"year":2021,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":4}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}