{"id":"https://openalex.org/W4409314657","doi":"https://doi.org/10.1007/s42979-025-03896-4","title":"An MDD Framework Towards the Automated Development of Ubiquitous Context-Aware Recommender Systems for Commerce","display_name":"An MDD Framework Towards the Automated Development of Ubiquitous Context-Aware Recommender Systems for Commerce","publication_year":2025,"publication_date":"2025-04-10","ids":{"openalex":"https://openalex.org/W4409314657","doi":"https://doi.org/10.1007/s42979-025-03896-4"},"language":"en","primary_location":{"id":"doi:10.1007/s42979-025-03896-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s42979-025-03896-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s42979-025-03896-4.pdf","source":{"id":"https://openalex.org/S4210174798","display_name":"SN Computer Science","issn_l":"2661-8907","issn":["2661-8907","2662-995X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SN Computer Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s42979-025-03896-4.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5026553829","display_name":"Christos Mettouris","orcid":"https://orcid.org/0000-0002-5486-8767"},"institutions":[{"id":"https://openalex.org/I34771391","display_name":"University of Cyprus","ror":"https://ror.org/02qjrjx09","country_code":"CY","type":"education","lineage":["https://openalex.org/I34771391"]}],"countries":["CY"],"is_corresponding":true,"raw_author_name":"Christos Mettouris","raw_affiliation_strings":["Department of Computer Science, University of Cyprus, 2109, Nicosia, Cyprus"],"raw_orcid":"https://orcid.org/0000-0002-5486-8767","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Cyprus, 2109, Nicosia, Cyprus","institution_ids":["https://openalex.org/I34771391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034507679","display_name":"Achilleas Achilleos","orcid":"https://orcid.org/0000-0002-7661-0302"},"institutions":[{"id":"https://openalex.org/I38552033","display_name":"Frederick University","ror":"https://ror.org/05d8tf882","country_code":"CY","type":"education","lineage":["https://openalex.org/I38552033"]}],"countries":["CY"],"is_corresponding":false,"raw_author_name":"Achilleas Achilleos","raw_affiliation_strings":["Frederick University, 7 Y. Frederickou Str., 1036, Nicosia, Cyprus"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Frederick University, 7 Y. Frederickou Str., 1036, Nicosia, Cyprus","institution_ids":["https://openalex.org/I38552033"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021849573","display_name":"Georgia M. Kapitsaki","orcid":"https://orcid.org/0000-0003-3742-7123"},"institutions":[{"id":"https://openalex.org/I34771391","display_name":"University of Cyprus","ror":"https://ror.org/02qjrjx09","country_code":"CY","type":"education","lineage":["https://openalex.org/I34771391"]}],"countries":["CY"],"is_corresponding":false,"raw_author_name":"Georgia Kapitsaki","raw_affiliation_strings":["Department of Computer Science, University of Cyprus, 2109, Nicosia, Cyprus"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Cyprus, 2109, Nicosia, Cyprus","institution_ids":["https://openalex.org/I34771391"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033815092","display_name":"George \u0391. Papadopoulos","orcid":"https://orcid.org/0000-0001-9250-4916"},"institutions":[{"id":"https://openalex.org/I34771391","display_name":"University of Cyprus","ror":"https://ror.org/02qjrjx09","country_code":"CY","type":"education","lineage":["https://openalex.org/I34771391"]}],"countries":["CY"],"is_corresponding":false,"raw_author_name":"George A. Papadopoulos","raw_affiliation_strings":["Department of Computer Science, University of Cyprus, 2109, Nicosia, Cyprus"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Cyprus, 2109, Nicosia, Cyprus","institution_ids":["https://openalex.org/I34771391"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5026553829"],"corresponding_institution_ids":["https://openalex.org/I34771391"],"apc_list":{"value":2890,"currency":"USD","value_usd":2890},"apc_paid":{"value":2890,"currency":"USD","value_usd":2890},"fwci":1.9684,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.85750986,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"6","issue":"4","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9994999766349792,"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":0.9994999766349792,"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/T12720","display_name":"Multimedia Communication and Technology","score":0.9871000051498413,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9736999869346619,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.7731068134307861},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6865371465682983},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6631959676742554},{"id":"https://openalex.org/keywords/ubiquitous-computing","display_name":"Ubiquitous computing","score":0.52065509557724},{"id":"https://openalex.org/keywords/mobile-commerce","display_name":"Mobile commerce","score":0.47119569778442383},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.4255686402320862},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3652636408805847},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.35990816354751587},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.06855493783950806}],"concepts":[{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.7731068134307861},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6865371465682983},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6631959676742554},{"id":"https://openalex.org/C172195944","wikidata":"https://www.wikidata.org/wiki/Q541265","display_name":"Ubiquitous computing","level":2,"score":0.52065509557724},{"id":"https://openalex.org/C197378717","wikidata":"https://www.wikidata.org/wiki/Q1154408","display_name":"Mobile commerce","level":2,"score":0.47119569778442383},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.4255686402320862},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3652636408805847},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.35990816354751587},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.06855493783950806},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s42979-025-03896-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s42979-025-03896-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s42979-025-03896-4.pdf","source":{"id":"https://openalex.org/S4210174798","display_name":"SN Computer Science","issn_l":"2661-8907","issn":["2661-8907","2662-995X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SN Computer Science","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s42979-025-03896-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s42979-025-03896-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s42979-025-03896-4.pdf","source":{"id":"https://openalex.org/S4210174798","display_name":"SN Computer Science","issn_l":"2661-8907","issn":["2661-8907","2662-995X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SN Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320313981","display_name":"University of Cyprus","ror":"https://ror.org/02qjrjx09"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409314657.pdf","grobid_xml":"https://content.openalex.org/works/W4409314657.grobid-xml"},"referenced_works_count":51,"referenced_works":["https://openalex.org/W1811510","https://openalex.org/W95067517","https://openalex.org/W1563090870","https://openalex.org/W1573070748","https://openalex.org/W1579090648","https://openalex.org/W1606828374","https://openalex.org/W1690919088","https://openalex.org/W1791587663","https://openalex.org/W1795495414","https://openalex.org/W1969289790","https://openalex.org/W1973616272","https://openalex.org/W2030700745","https://openalex.org/W2050668158","https://openalex.org/W2054400951","https://openalex.org/W2056437387","https://openalex.org/W2091340890","https://openalex.org/W2101409192","https://openalex.org/W2102937240","https://openalex.org/W2112430581","https://openalex.org/W2113619201","https://openalex.org/W2114019288","https://openalex.org/W2119681300","https://openalex.org/W2166237624","https://openalex.org/W2250255710","https://openalex.org/W2274674922","https://openalex.org/W2295347197","https://openalex.org/W2537392815","https://openalex.org/W2599894501","https://openalex.org/W2604157813","https://openalex.org/W2605240050","https://openalex.org/W2744433570","https://openalex.org/W2794568143","https://openalex.org/W2888807818","https://openalex.org/W2889426361","https://openalex.org/W2896603111","https://openalex.org/W2963929932","https://openalex.org/W3011326046","https://openalex.org/W3014515981","https://openalex.org/W3043418152","https://openalex.org/W3114832574","https://openalex.org/W3121397352","https://openalex.org/W3199315159","https://openalex.org/W4223542857","https://openalex.org/W4230432675","https://openalex.org/W4232013808","https://openalex.org/W4296267043","https://openalex.org/W4367597266","https://openalex.org/W4391425699","https://openalex.org/W4403220268","https://openalex.org/W4404432903","https://openalex.org/W6941129350"],"related_works":["https://openalex.org/W4390273403","https://openalex.org/W4386781444","https://openalex.org/W2150182025","https://openalex.org/W3092950680","https://openalex.org/W3197542405","https://openalex.org/W2056712470","https://openalex.org/W3125580266","https://openalex.org/W4288390103","https://openalex.org/W4317039510","https://openalex.org/W4238861846"],"abstract_inverted_index":{"Abstract":[0],"While":[1],"the":[2,13,44,63,72,75,84,114,147,163,170],"benefits":[3],"of":[4,15,116,143,150],"product":[5],"recommender":[6,144],"systems":[7,29,145],"(RS)":[8],"are":[9,71],"prominent,":[10],"due":[11],"to":[12,26,65,99,105],"complexity":[14,39],"recommendation":[16],"algorithms":[17],"and":[18,96,112,121,160],"data":[19],"models,":[20],"it":[21],"is":[22,128],"difficult":[23],"for":[24,51,74],"businesses":[25],"deploy":[27],"such":[28],"on":[30,152],"their":[31],"e-stores.":[32,153],"Related":[33],"works":[34,56],"that":[35,61,135],"tackle":[36],"RS":[37],"development":[38,107,115],"do":[40,57],"not":[41,58],"entirely":[42],"abstract":[43,109],"technical":[45,110],"details":[46,111],"from":[47,93],"developers;":[48],"thus,":[49],"margins":[50],"improvement":[52],"exist.":[53],"Moreover,":[54],"these":[55],"offer":[59,100],"solutions":[60],"eliminate":[62],"need":[64],"write":[66],"code":[67],"by":[68,124],"developers.":[69],"These":[70],"motivations":[73],"Ubiquitous":[76],"Context-Aware":[77],"Recommender":[78],"Systems":[79],"(UbiCARS)":[80],"Framework":[81],"proposed":[82],"in":[83],"current":[85],"work.":[86],"UbiCARS":[87,117,151],"utilize":[88],"user":[89],"feedback":[90],"acquisition":[91],"techniques":[92],"both":[94,119],"e-stores":[95,120],"physical":[97,122],"stores":[98],"recommendations.":[101],"The":[102,154,166],"framework":[103,155],"aims":[104],"reduce":[106],"complexity,":[108],"expedite":[113],"(facilitating":[118],"stores)":[123],"non-RS":[125],"experts.":[126],"This":[127],"achieved":[129],"through":[130],"a":[131,137],"Model-Driven":[132],"Development":[133],"methodology,":[134],"uses":[136],"model-based":[138],"configuration":[139,149],"process":[140],"where":[141],"models":[142],"drive":[146],"dynamic":[148],"was":[156],"evaluated":[157],"with":[158],"developers":[159],"experts":[161],"via":[162],"survey":[164],"method.":[165],"evaluation":[167],"results":[168],"show":[169],"framework\u2019s":[171],"potential.":[172]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
