{"id":"https://openalex.org/W4405272325","doi":"https://doi.org/10.1109/icceic64099.2024.10775942","title":"Research on Personalized Recommendation Algorithms Based on Collaborative Filtering","display_name":"Research on Personalized Recommendation Algorithms Based on Collaborative Filtering","publication_year":2024,"publication_date":"2024-10-11","ids":{"openalex":"https://openalex.org/W4405272325","doi":"https://doi.org/10.1109/icceic64099.2024.10775942"},"language":"en","primary_location":{"id":"doi:10.1109/icceic64099.2024.10775942","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icceic64099.2024.10775942","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 5th International Conference on Computer Engineering and Intelligent Control (ICCEIC)","raw_type":"proceedings-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/A5010356912","display_name":"H. Cao","orcid":"https://orcid.org/0009-0005-1611-7478"},"institutions":[{"id":"https://openalex.org/I2799736854","display_name":"Nanjing Institute of Technology","ror":"https://ror.org/00n6txq60","country_code":"CN","type":"education","lineage":["https://openalex.org/I2799736854"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hangrui Cao","raw_affiliation_strings":["School of Computer Engineering, Nanjing Institute of technology,Nanjing,China"],"affiliations":[{"raw_affiliation_string":"School of Computer Engineering, Nanjing Institute of technology,Nanjing,China","institution_ids":["https://openalex.org/I2799736854"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101989382","display_name":"Zhan Shi","orcid":"https://orcid.org/0009-0007-7071-0525"},"institutions":[{"id":"https://openalex.org/I2799736854","display_name":"Nanjing Institute of Technology","ror":"https://ror.org/00n6txq60","country_code":"CN","type":"education","lineage":["https://openalex.org/I2799736854"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhan Shi","raw_affiliation_strings":["School of Computer Engineering, Nanjing Institute of technology,Nanjing,China"],"affiliations":[{"raw_affiliation_string":"School of Computer Engineering, Nanjing Institute of technology,Nanjing,China","institution_ids":["https://openalex.org/I2799736854"]}]},{"author_position":"last","author":{"id":null,"display_name":"Hao Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I2799736854","display_name":"Nanjing Institute of Technology","ror":"https://ror.org/00n6txq60","country_code":"CN","type":"education","lineage":["https://openalex.org/I2799736854"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Yang","raw_affiliation_strings":["School of Computer Engineering, Nanjing Institute of technology,Nanjing,China"],"affiliations":[{"raw_affiliation_string":"School of Computer Engineering, Nanjing Institute of technology,Nanjing,China","institution_ids":["https://openalex.org/I2799736854"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5010356912"],"corresponding_institution_ids":["https://openalex.org/I2799736854"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.35049385,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"376","last_page":"382"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.7365000247955322,"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":0.7365000247955322,"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/T13274","display_name":"Expert finding and Q&A systems","score":0.028599999845027924,"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/T13731","display_name":"Advanced Computing and Algorithms","score":0.011099999770522118,"subfield":{"id":"https://openalex.org/subfields/3322","display_name":"Urban Studies"},"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/collaborative-filtering","display_name":"Collaborative filtering","score":0.7667371034622192},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.746449887752533},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.6546858549118042},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3776218295097351},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3342720866203308}],"concepts":[{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.7667371034622192},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.746449887752533},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.6546858549118042},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3776218295097351},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3342720866203308}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icceic64099.2024.10775942","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icceic64099.2024.10775942","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 5th International Conference on Computer Engineering and Intelligent Control (ICCEIC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2772628444","https://openalex.org/W2735929803","https://openalex.org/W4220714703","https://openalex.org/W1484355083","https://openalex.org/W3008845055","https://openalex.org/W2098758514","https://openalex.org/W4376854386","https://openalex.org/W2202724490","https://openalex.org/W2508671622","https://openalex.org/W2556532874"],"abstract_inverted_index":{"Traditional":[0],"recommendation":[1,24,121],"algorithms":[2],"often":[3],"suffer":[4],"from":[5,42],"issues":[6],"such":[7,45],"as":[8,46,106],"data":[9,127],"sparsity,":[10],"lack":[11],"of":[12,51,65,81,92],"memory":[13,28,47,57],"association,":[14],"and":[15,29,36,49,68,123],"prediction":[16],"accuracy.":[17],"This":[18,53],"paper":[19,54],"proposes":[20],"a":[21,56,70],"collaborative":[22],"filtering":[23],"algorithm":[25],"that":[26],"integrates":[27],"balance":[30,71],"factors.":[31],"When":[32],"analyzing":[33],"user":[34,66,74,85,93],"interests":[35],"preferences,":[37],"there":[38],"are":[39],"optimal":[40],"design":[41],"multiple":[43],"aspects":[44],"factors":[48],"novelty":[50],"objects.":[52],"introduces":[55],"weight":[58],"function":[59],"to":[60,77,126],"reflect":[61],"the":[62,79,90,101,107,116],"temporal":[63],"characteristics":[64],"interests,":[67],"incorporates":[69],"factor":[72],"into":[73],"similarity":[75,86,94],"calculation":[76],"reduce":[78],"impact":[80],"popular":[82],"items":[83],"on":[84,100],"calculation,":[87],"thus":[88],"improving":[89],"accuracy":[91,122],"calculation.":[95],"Experimental":[96],"validation":[97],"is":[98],"conducted":[99],"MovieLens":[102],"dataset":[103],"using":[104],"MAE":[105],"evaluation":[108],"metric.":[109],"The":[110],"results":[111],"demonstrate":[112],"significant":[113],"improvements":[114],"in":[115],"experimental":[117],"metrics,":[118],"indicating":[119],"enhanced":[120],"improved":[124],"resilience":[125],"sparsity.":[128]},"counts_by_year":[],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2025-10-10T00:00:00"}
