{"id":"https://openalex.org/W4390422015","doi":"https://doi.org/10.1109/tetci.2023.3343998","title":"An Evolving Preference-Based Recommendation System","display_name":"An Evolving Preference-Based Recommendation System","publication_year":2023,"publication_date":"2023-12-29","ids":{"openalex":"https://openalex.org/W4390422015","doi":"https://doi.org/10.1109/tetci.2023.3343998"},"language":"en","primary_location":{"id":"doi:10.1109/tetci.2023.3343998","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tetci.2023.3343998","pdf_url":null,"source":{"id":"https://openalex.org/S4210210251","display_name":"IEEE Transactions on Emerging Topics in Computational Intelligence","issn_l":"2471-285X","issn":["2471-285X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Emerging Topics in Computational Intelligence","raw_type":"journal-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/A5033316100","display_name":"Yi-Cheng Chen","orcid":"https://orcid.org/0000-0001-7153-0410"},"institutions":[{"id":"https://openalex.org/I22265921","display_name":"National Central University","ror":"https://ror.org/00944ve71","country_code":"TW","type":"education","lineage":["https://openalex.org/I22265921"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Yi-Cheng Chen","raw_affiliation_strings":["Department of Information Management, National Central University, Taoyuan, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Information Management, National Central University, Taoyuan, Taiwan","institution_ids":["https://openalex.org/I22265921"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091716232","display_name":"Wang-Chien Lee","orcid":"https://orcid.org/0000-0002-8949-489X"},"institutions":[{"id":"https://openalex.org/I130769515","display_name":"Pennsylvania State University","ror":"https://ror.org/04p491231","country_code":"US","type":"education","lineage":["https://openalex.org/I130769515"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Wang-Chien Lee","raw_affiliation_strings":["Department of Computer Science and Engineering, The Pennsylvania State University, State College, PA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, The Pennsylvania State University, State College, PA, USA","institution_ids":["https://openalex.org/I130769515"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5033316100"],"corresponding_institution_ids":["https://openalex.org/I22265921"],"apc_list":null,"apc_paid":null,"fwci":3.6532,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.9411648,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"8","issue":"2","first_page":"1118","last_page":"1124"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9998000264167786,"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":0.9998000264167786,"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":0.987500011920929,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9815999865531921,"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/preference","display_name":"Preference","score":0.6189371943473816},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.527126133441925},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4670611321926117},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3543804883956909},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3339964747428894},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11413845419883728},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.10631212592124939}],"concepts":[{"id":"https://openalex.org/C2781249084","wikidata":"https://www.wikidata.org/wiki/Q908656","display_name":"Preference","level":2,"score":0.6189371943473816},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.527126133441925},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4670611321926117},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3543804883956909},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3339964747428894},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11413845419883728},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.10631212592124939}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tetci.2023.3343998","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tetci.2023.3343998","pdf_url":null,"source":{"id":"https://openalex.org/S4210210251","display_name":"IEEE Transactions on Emerging Topics in Computational Intelligence","issn_l":"2471-285X","issn":["2471-285X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Emerging Topics in Computational Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W1980147176","https://openalex.org/W2033714695","https://openalex.org/W2061716136","https://openalex.org/W2080320419","https://openalex.org/W2340502990","https://openalex.org/W2508504774","https://openalex.org/W2604944200","https://openalex.org/W2788172561","https://openalex.org/W2792883393","https://openalex.org/W2805802881","https://openalex.org/W2890097133","https://openalex.org/W2892797508","https://openalex.org/W2902493494","https://openalex.org/W2907800194","https://openalex.org/W2962853854","https://openalex.org/W2963367478","https://openalex.org/W2967005398","https://openalex.org/W2970704468","https://openalex.org/W2984100107","https://openalex.org/W2988426711","https://openalex.org/W3012960460","https://openalex.org/W3014683405","https://openalex.org/W3035178789","https://openalex.org/W3042508749","https://openalex.org/W3072818879","https://openalex.org/W3087954142","https://openalex.org/W3099505889","https://openalex.org/W3155479293","https://openalex.org/W3208959739","https://openalex.org/W6680012447","https://openalex.org/W6692935382"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","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/W1657011257"],"abstract_inverted_index":{"In":[0,68],"this":[1,69],"\u201cInfo-plosion\u201d":[2],"era,":[3],"recommendation":[4,40,81],"systems":[5],"(or":[6],"recommenders)":[7],"play":[8],"a":[9,17,79],"significant":[10],"role":[11],"in":[12,16,65],"finding":[13],"interesting":[14],"items":[15,54],"surge":[18],"of":[19,27,95],"the":[20,30,73,93,109,114,125,133],"on-line":[21],"digital":[22],"activity":[23],"and":[24,53,75,112],"e-commerce.":[25],"Because":[26],"its":[28],"practicability,":[29],"matrix":[31,76],"factorization":[32,77],"(MF)":[33],"technique":[34],"has":[35],"been":[36],"widely":[37],"applied":[38],"for":[39],"systems.":[41],"Prior":[42],"MF-based":[43],"studies":[44],"on":[45,128],"recommendations":[46],"generally":[47],"extract":[48],"latent":[49],"factors":[50],"from":[51],"users":[52],"to":[55,90,105,107,131],"make":[56],"recommendations.":[57],"However,":[58],"user's":[59],"preferences":[60,97],"may":[61],"change":[62],"over":[63,98],"time":[64],"real-world":[66],"applications.":[67],"paper,":[70],"by":[71],"integrating":[72],"transformer":[74],"techniques,":[78],"novel":[80],"system,":[82],"namely":[83],"Evolution-Based":[84],"Transformer":[85],"Recommendation":[86],"(Evo-TransRec),":[87],"is":[88],"developed":[89],"effectively":[91],"describe":[92],"evolution":[94,110],"user":[96,115],"time.":[99],"Several":[100],"optimization":[101],"techniques":[102],"are":[103],"equipped":[104],"Evo-TransRec":[106,122],"capture":[108],"relations":[111],"predict":[113],"preference.":[116],"The":[117],"experimental":[118],"results":[119],"show":[120],"that":[121],"outperforms":[123],"all":[124],"state-of-the-art":[126],"baselines":[127],"real":[129],"datasets":[130],"demonstrate":[132],"practicability.":[134]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
