{"id":"https://openalex.org/W4409868683","doi":"https://doi.org/10.1145/3718751.3718779","title":"Research on Personalized Recommendation Algorithms for Different User Behaviors","display_name":"Research on Personalized Recommendation Algorithms for Different User Behaviors","publication_year":2024,"publication_date":"2024-11-15","ids":{"openalex":"https://openalex.org/W4409868683","doi":"https://doi.org/10.1145/3718751.3718779"},"language":"en","primary_location":{"id":"doi:10.1145/3718751.3718779","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3718751.3718779","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3718751.3718779","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 4th International Conference on Big Data, Artificial Intelligence and Risk Management","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3718751.3718779","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5071600036","display_name":"Aimin Liang","orcid":null},"institutions":[{"id":"https://openalex.org/I58995867","display_name":"Civil Aviation Flight University of China","ror":"https://ror.org/01xyb1v19","country_code":"CN","type":"education","lineage":["https://openalex.org/I58995867"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Aimin Liang","raw_affiliation_strings":["Mianyang Flight College of Civil Aviation Flight University of China, Mianyang, Sichuan, China"],"affiliations":[{"raw_affiliation_string":"Mianyang Flight College of Civil Aviation Flight University of China, Mianyang, Sichuan, China","institution_ids":["https://openalex.org/I58995867"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050721041","display_name":"Yang Bai","orcid":"https://orcid.org/0000-0002-3278-4028"},"institutions":[{"id":"https://openalex.org/I58995867","display_name":"Civil Aviation Flight University of China","ror":"https://ror.org/01xyb1v19","country_code":"CN","type":"education","lineage":["https://openalex.org/I58995867"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Bai","raw_affiliation_strings":["Mianyang Flight College of Civil Aviation Flight University of China, Mianyang, Sichuan, China"],"affiliations":[{"raw_affiliation_string":"Mianyang Flight College of Civil Aviation Flight University of China, Mianyang, Sichuan, China","institution_ids":["https://openalex.org/I58995867"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5118899314","display_name":"Mingsha Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I58995867","display_name":"Civil Aviation Flight University of China","ror":"https://ror.org/01xyb1v19","country_code":"CN","type":"education","lineage":["https://openalex.org/I58995867"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingsha Wu","raw_affiliation_strings":["Mianyang Flight College of Civil Aviation Flight University of China, Mianyang, Sichuan, China"],"affiliations":[{"raw_affiliation_string":"Mianyang Flight College of Civil Aviation Flight University of China, Mianyang, Sichuan, China","institution_ids":["https://openalex.org/I58995867"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112027893","display_name":"Jianwei Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I58995867","display_name":"Civil Aviation Flight University of China","ror":"https://ror.org/01xyb1v19","country_code":"CN","type":"education","lineage":["https://openalex.org/I58995867"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianwei Wu","raw_affiliation_strings":["Mianyang Flight College of Civil Aviation Flight University of China, Mianyang, Sichuan, China"],"affiliations":[{"raw_affiliation_string":"Mianyang Flight College of Civil Aviation Flight University of China, Mianyang, Sichuan, China","institution_ids":["https://openalex.org/I58995867"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101139240","display_name":"Guoqing Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I58995867","display_name":"Civil Aviation Flight University of China","ror":"https://ror.org/01xyb1v19","country_code":"CN","type":"education","lineage":["https://openalex.org/I58995867"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guoqing Wu","raw_affiliation_strings":["Mianyang Flight College of Civil Aviation Flight University of China, Mianyang, Sichuan, China"],"affiliations":[{"raw_affiliation_string":"Mianyang Flight College of Civil Aviation Flight University of China, Mianyang, Sichuan, China","institution_ids":["https://openalex.org/I58995867"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5071600036"],"corresponding_institution_ids":["https://openalex.org/I58995867"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.48386547,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"168","last_page":"176"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9998999834060669,"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":0.9998999834060669,"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/T10609","display_name":"Digital Marketing and Social Media","score":0.9715999960899353,"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":0.9589999914169312,"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/computer-science","display_name":"Computer science","score":0.7590945959091187},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.46845078468322754},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.37422215938568115},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.32540857791900635},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.30295830965042114}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7590945959091187},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.46845078468322754},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.37422215938568115},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.32540857791900635},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.30295830965042114}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3718751.3718779","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3718751.3718779","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3718751.3718779","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 4th International Conference on Big Data, Artificial Intelligence and Risk Management","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3718751.3718779","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3718751.3718779","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3718751.3718779","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 4th International Conference on Big Data, Artificial Intelligence and Risk Management","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409868683.pdf","grobid_xml":"https://content.openalex.org/works/W4409868683.grobid-xml"},"referenced_works_count":15,"referenced_works":["https://openalex.org/W2054141820","https://openalex.org/W2334831412","https://openalex.org/W2991872259","https://openalex.org/W2999851651","https://openalex.org/W3113183063","https://openalex.org/W3163731277","https://openalex.org/W4210278979","https://openalex.org/W4283071241","https://openalex.org/W4315488047","https://openalex.org/W4366272305","https://openalex.org/W4379280742","https://openalex.org/W4388967818","https://openalex.org/W4390913216","https://openalex.org/W6637295978","https://openalex.org/W6787785961"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","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"],"abstract_inverted_index":{"In":[0],"the":[1,4,28,34,56,83,109,126,139,144],"context":[2],"of":[3,18,30,36,85,125],"contemporary":[5],"information":[6],"explosion,":[7],"personalized":[8,96,146],"recommenda-tion":[9],"systems,":[10],"as":[11],"efficient":[12],"tools":[13],"for":[14,59,105,132],"processing":[15],"massive":[16],"volumes":[17],"data,":[19],"have":[20],"garnered":[21],"consider-able":[22],"interest.":[23],"A":[24],"key":[25],"challenge":[26],"in":[27,51,64],"development":[29],"these":[31,89],"systems":[32],"is":[33],"construction":[35],"algo-rithms":[37],"that":[38,143],"not":[39],"only":[40],"accurately":[41],"reflect":[42],"user":[43,73,151,163],"preferences":[44],"but":[45],"also":[46],"offer":[47],"novelty":[48],"and":[49,62,121,153,159,165],"diversity":[50,61,80],"recommendations.":[52,86],"This":[53],"study":[54],"addresses":[55],"critical":[57],"need":[58],"balancing":[60],"accuracy":[63,70,158],"recommendation":[65,97,114,119,130,147,168],"systems.":[66],"An":[67],"overemphasis":[68],"on":[69,79,138],"can":[71],"constrain":[72],"exploration,":[74],"while":[75],"a":[76,94,101,117,122,155],"focus":[77],"predominantly":[78],"might":[81],"compromise":[82],"relevance":[84],"To":[87],"ad-dress":[88],"issues,":[90],"this":[91],"paper":[92],"introduces":[93],"novel":[95],"approach.":[98],"It":[99],"proposes":[100],"fusion":[102],"algorithm":[103,115,131],"tailored":[104],"inactive":[106],"users,":[107],"combining":[108],"Singular":[110],"Value":[111],"Decom-position":[112],"(SVD)":[113],"with":[116],"content-based":[118],"approach,":[120],"diversified":[123],"improvement":[124],"K-Nearest":[127],"Neighbors":[128],"(KNN)":[129],"active":[133],"users.":[134],"Experimental":[135],"evaluations":[136],"conducted":[137],"MovieLens":[140],"dataset":[141],"demonstrate":[142],"proposed":[145],"algorithm,":[148],"by":[149],"considering":[150],"activity":[152],"striking":[154],"balance":[156],"between":[157],"diversity,":[160],"significantly":[161],"enhances":[162],"experience":[164],"delivers":[166],"ef-fective":[167],"outcomes.":[169]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
