{"id":"https://openalex.org/W3126452914","doi":"https://doi.org/10.1145/3442391.3442408","title":"An Overview of Recommender Systems and Machine Learning in Feature Modeling and Configuration","display_name":"An Overview of Recommender Systems and Machine Learning in Feature Modeling and Configuration","publication_year":2021,"publication_date":"2021-02-09","ids":{"openalex":"https://openalex.org/W3126452914","doi":"https://doi.org/10.1145/3442391.3442408","mag":"3126452914"},"language":"en","primary_location":{"id":"doi:10.1145/3442391.3442408","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3442391.3442408","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 15th International Working Conference on Variability Modelling of Software-Intensive Systems","raw_type":"proceedings-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2102.06634","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Alexander Felfernig","orcid":null},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"Alexander Felfernig","raw_affiliation_strings":["Graz University of Technology, Austria"],"affiliations":[{"raw_affiliation_string":"Graz University of Technology, Austria","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Viet-Man Le","orcid":null},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Viet-Man Le","raw_affiliation_strings":["Graz University of Technology, Austria"],"affiliations":[{"raw_affiliation_string":"Graz University of Technology, Austria","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Andrei Popescu","orcid":null},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Andrei Popescu","raw_affiliation_strings":["Graz University of Technology, Austria"],"affiliations":[{"raw_affiliation_string":"Graz University of Technology, Austria","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Mathias Uta","orcid":null},"institutions":[{"id":"https://openalex.org/I1325886976","display_name":"Siemens (Germany)","ror":"https://ror.org/059mq0909","country_code":"DE","type":"company","lineage":["https://openalex.org/I1325886976"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Mathias Uta","raw_affiliation_strings":["Siemens Gas & Power, Germany"],"affiliations":[{"raw_affiliation_string":"Siemens Gas & Power, Germany","institution_ids":["https://openalex.org/I1325886976"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Thi Ngoc Trang Tran","orcid":null},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Thi Ngoc Trang Tran","raw_affiliation_strings":["Graz University of Technology, Austria"],"affiliations":[{"raw_affiliation_string":"Graz University of Technology, Austria","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"last","author":{"id":null,"display_name":"M\u00fcsl\u00fcm Atas","orcid":null},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"M\u00fcsl\u00fcm Atas","raw_affiliation_strings":["Graz University of Technology, Austria"],"affiliations":[{"raw_affiliation_string":"Graz University of Technology, Austria","institution_ids":["https://openalex.org/I4092182"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4092182"],"apc_list":null,"apc_paid":null,"fwci":3.4029,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.92987653,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":98},"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9995999932289124,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9995999932289124,"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/T11106","display_name":"Data Management and Algorithms","score":0.9944999814033508,"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"}},{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9819999933242798,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.8641999959945679},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.7074000239372253},{"id":"https://openalex.org/keywords/simple","display_name":"Simple (philosophy)","score":0.5310999751091003},{"id":"https://openalex.org/keywords/contrast","display_name":"Contrast (vision)","score":0.4796999990940094},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.454800009727478},{"id":"https://openalex.org/keywords/basis","display_name":"Basis (linear algebra)","score":0.427700012922287}],"concepts":[{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.8641999959945679},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8248999714851379},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.7074000239372253},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6861000061035156},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6845999956130981},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.5310999751091003},{"id":"https://openalex.org/C2776502983","wikidata":"https://www.wikidata.org/wiki/Q690182","display_name":"Contrast (vision)","level":2,"score":0.4796999990940094},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.454800009727478},{"id":"https://openalex.org/C12426560","wikidata":"https://www.wikidata.org/wiki/Q189569","display_name":"Basis (linear algebra)","level":2,"score":0.427700012922287},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.3797000050544739},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33480000495910645},{"id":"https://openalex.org/C101814296","wikidata":"https://www.wikidata.org/wiki/Q5439685","display_name":"Feature model","level":3,"score":0.3337000012397766},{"id":"https://openalex.org/C198352243","wikidata":"https://www.wikidata.org/wiki/Q37105","display_name":"Line (geometry)","level":2,"score":0.3093999922275543},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.30720001459121704},{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.28850001096725464},{"id":"https://openalex.org/C149091818","wikidata":"https://www.wikidata.org/wiki/Q2429814","display_name":"Software system","level":3,"score":0.2720000147819519}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3442391.3442408","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3442391.3442408","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 15th International Working Conference on Variability Modelling of Software-Intensive Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2102.06634","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2102.06634","pdf_url":"https://arxiv.org/pdf/2102.06634","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"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2102.06634","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2102.06634","pdf_url":"https://arxiv.org/pdf/2102.06634","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":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1968830561","https://openalex.org/W1999047234","https://openalex.org/W2025562789","https://openalex.org/W2044807464","https://openalex.org/W2072325005","https://openalex.org/W2099213660","https://openalex.org/W2105953200","https://openalex.org/W2108309071","https://openalex.org/W2128967738","https://openalex.org/W2129355800","https://openalex.org/W2147654806","https://openalex.org/W2161998660","https://openalex.org/W2526174560","https://openalex.org/W2527500308","https://openalex.org/W2769612187","https://openalex.org/W2791672417","https://openalex.org/W2946491331","https://openalex.org/W2979330829","https://openalex.org/W4253760012","https://openalex.org/W6606174720"],"related_works":[],"abstract_inverted_index":{"Recommender":[0],"systems":[1,113,134],"support":[2],"decisions":[3],"in":[4,56,118],"various":[5],"domains":[6],"ranging":[7],"from":[8],"simple":[9,50],"items":[10,19,51,61],"such":[11,20],"as":[12,21],"books":[13],"and":[14,26,85,114,121,135,138],"movies":[15],"to":[16,49,63,108],"more":[17],"complex":[18,60],"financial":[22],"services,":[23],"telecommunication":[24],"equipment,":[25],"software":[27],"systems.":[28],"In":[29,47,91,123],"this":[30,92,124],"context,":[31,125],"recommendations":[32],"are":[33],"determined,":[34],"for":[35],"example,":[36],"on":[37,66],"the":[38,42,67,109,130],"basis":[39,68],"of":[40,44,69,79,98,103,111,129,132],"analyzing":[41],"preferences":[43],"similar":[45],"users.":[46],"contrast":[48],"which":[52,105],"can":[53],"be":[54,64],"enumerated":[55],"an":[57,96],"item":[58],"catalog,":[59],"have":[62],"represented":[65],"variability":[70],"models":[71],"(e.g.,":[72],"feature":[73,119],"models)":[74],"since":[75],"a":[76,99],"complete":[77],"enumeration":[78],"all":[80],"possible":[81],"configurations":[82],"is":[83,106],"infeasible":[84],"would":[86],"trigger":[87],"significant":[88],"performance":[89],"issues.":[90,142],"paper,":[93],"we":[94,126],"give":[95,127],"overview":[97],"potential":[100],"new":[101],"line":[102],"research":[104,141],"related":[107],"application":[110,131],"recommender":[112,133],"machine":[115,136],"learning":[116,137],"techniques":[117],"modeling":[120],"configuration.":[122],"examples":[128],"discuss":[139],"future":[140]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2}],"updated_date":"2026-03-10T16:38:18.471706","created_date":"2021-02-15T00:00:00"}