{"id":"https://openalex.org/W3129066445","doi":"https://doi.org/10.1145/3443467.3444711","title":"A Survey of Personalized Recommendation Based on Machine Learning Algorithms","display_name":"A Survey of Personalized Recommendation Based on Machine Learning Algorithms","publication_year":2020,"publication_date":"2020-11-06","ids":{"openalex":"https://openalex.org/W3129066445","doi":"https://doi.org/10.1145/3443467.3444711","mag":"3129066445"},"language":"en","primary_location":{"id":"doi:10.1145/3443467.3444711","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3443467.3444711","pdf_url":null,"source":{"id":"https://openalex.org/S4306523680","display_name":"Proceedings of the 2020 4th International Conference on Electronic Information Technology and Computer Engineering","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2020 4th International Conference on Electronic Information Technology and Computer Engineering","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/A5033662154","display_name":"Luogeng Tian","orcid":"https://orcid.org/0000-0003-4541-7101"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]},{"id":"https://openalex.org/I4210130660","display_name":"Xi'an High Tech University","ror":"https://ror.org/03vt7za95","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210130660"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Luogeng Tian","raw_affiliation_strings":["High-Tech Institute of Xi'an, xi'an China and National University of Defense Technology, xi'an China"],"affiliations":[{"raw_affiliation_string":"High-Tech Institute of Xi'an, xi'an China and National University of Defense Technology, xi'an China","institution_ids":["https://openalex.org/I4210130660","https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108745759","display_name":"Bailong Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210130660","display_name":"Xi'an High Tech University","ror":"https://ror.org/03vt7za95","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210130660"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bailong Yang","raw_affiliation_strings":["High-Tech Institute of Xi'an, xi'an China"],"affiliations":[{"raw_affiliation_string":"High-Tech Institute of Xi'an, xi'an China","institution_ids":["https://openalex.org/I4210130660"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022984608","display_name":"Xinli Yin","orcid":"https://orcid.org/0000-0002-8086-986X"},"institutions":[{"id":"https://openalex.org/I4210130660","display_name":"Xi'an High Tech University","ror":"https://ror.org/03vt7za95","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210130660"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinli Yin","raw_affiliation_strings":["High-Tech Institute of Xi'an, xi'an China"],"affiliations":[{"raw_affiliation_string":"High-Tech Institute of Xi'an, xi'an China","institution_ids":["https://openalex.org/I4210130660"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101433866","display_name":"Yang Su","orcid":"https://orcid.org/0000-0001-5425-5920"},"institutions":[{"id":"https://openalex.org/I4210130660","display_name":"Xi'an High Tech University","ror":"https://ror.org/03vt7za95","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210130660"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Su","raw_affiliation_strings":["High-Tech Institute of Xi'an, xi'an China"],"affiliations":[{"raw_affiliation_string":"High-Tech Institute of Xi'an, xi'an China","institution_ids":["https://openalex.org/I4210130660"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5033662154"],"corresponding_institution_ids":["https://openalex.org/I170215575","https://openalex.org/I4210130660"],"apc_list":null,"apc_paid":null,"fwci":0.649,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.73149342,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"602","last_page":"610"},"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.9793999791145325,"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"}},{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9671000242233276,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/computer-science","display_name":"Computer science","score":0.8488900661468506},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.7048097848892212},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6631397604942322},{"id":"https://openalex.org/keywords/surprise","display_name":"Surprise","score":0.6478001475334167},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.6375836133956909},{"id":"https://openalex.org/keywords/information-overload","display_name":"Information overload","score":0.6104369163513184},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5230299234390259},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.5221286416053772},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5108375549316406},{"id":"https://openalex.org/keywords/statistical-classification","display_name":"Statistical classification","score":0.43326663970947266},{"id":"https://openalex.org/keywords/algorithm-design","display_name":"Algorithm design","score":0.41819286346435547},{"id":"https://openalex.org/keywords/personalized-learning","display_name":"Personalized learning","score":0.4142218232154846},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.41414132714271545},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3303663432598114},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.155335932970047}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8488900661468506},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.7048097848892212},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6631397604942322},{"id":"https://openalex.org/C2780343955","wikidata":"https://www.wikidata.org/wiki/Q333173","display_name":"Surprise","level":2,"score":0.6478001475334167},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.6375836133956909},{"id":"https://openalex.org/C186625053","wikidata":"https://www.wikidata.org/wiki/Q1130191","display_name":"Information overload","level":2,"score":0.6104369163513184},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5230299234390259},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.5221286416053772},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5108375549316406},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.43326663970947266},{"id":"https://openalex.org/C106516650","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm design","level":2,"score":0.41819286346435547},{"id":"https://openalex.org/C142039133","wikidata":"https://www.wikidata.org/wiki/Q3620943","display_name":"Personalized learning","level":5,"score":0.4142218232154846},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.41414132714271545},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3303663432598114},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.155335932970047},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C15122004","wikidata":"https://www.wikidata.org/wiki/Q385756","display_name":"Open learning","level":4,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3443467.3444711","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3443467.3444711","pdf_url":null,"source":{"id":"https://openalex.org/S4306523680","display_name":"Proceedings of the 2020 4th International Conference on Electronic Information Technology and Computer Engineering","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2020 4th International Conference on Electronic Information Technology and Computer Engineering","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.44999998807907104,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":54,"referenced_works":["https://openalex.org/W45952787","https://openalex.org/W151604921","https://openalex.org/W290824590","https://openalex.org/W398859631","https://openalex.org/W963354217","https://openalex.org/W1507527858","https://openalex.org/W1530276735","https://openalex.org/W1601015633","https://openalex.org/W1798905086","https://openalex.org/W1967868690","https://openalex.org/W1987961977","https://openalex.org/W2016420487","https://openalex.org/W2020695518","https://openalex.org/W2023726679","https://openalex.org/W2030319410","https://openalex.org/W2042281163","https://openalex.org/W2054141820","https://openalex.org/W2054162363","https://openalex.org/W2091381870","https://openalex.org/W2092670258","https://openalex.org/W2092847604","https://openalex.org/W2118338035","https://openalex.org/W2135598826","https://openalex.org/W2142144955","https://openalex.org/W2155048531","https://openalex.org/W2157881433","https://openalex.org/W2160050847","https://openalex.org/W2171960770","https://openalex.org/W2236009467","https://openalex.org/W2337693892","https://openalex.org/W2343271409","https://openalex.org/W2354313314","https://openalex.org/W2355837497","https://openalex.org/W2357196260","https://openalex.org/W2512971201","https://openalex.org/W2558425274","https://openalex.org/W2605506660","https://openalex.org/W2626914210","https://openalex.org/W2746011824","https://openalex.org/W2789084759","https://openalex.org/W2795199972","https://openalex.org/W2817593237","https://openalex.org/W2886209086","https://openalex.org/W2905811465","https://openalex.org/W2913944817","https://openalex.org/W2917965728","https://openalex.org/W2964316331","https://openalex.org/W3011316021","https://openalex.org/W3013569171","https://openalex.org/W3023342767","https://openalex.org/W4210257598","https://openalex.org/W6672389129","https://openalex.org/W6688546294","https://openalex.org/W7043624475"],"related_works":["https://openalex.org/W4236382845","https://openalex.org/W4388712630","https://openalex.org/W2481168998","https://openalex.org/W2476994687","https://openalex.org/W642988558","https://openalex.org/W2324507472","https://openalex.org/W2511141457","https://openalex.org/W1999899047","https://openalex.org/W4312458517","https://openalex.org/W4403059426"],"abstract_inverted_index":{"Personalized":[0],"recommendation":[1,40,63,81,134,155],"is":[2,19],"a":[3,74],"key":[4,47],"technology":[5],"to":[6,26,145],"effectively":[7],"solve":[8],"the":[9,28,46,57,66,93,96,99,109,123,129,137,146],"overload":[10],"of":[11,30,60,95,114,128,132,139,153],"online":[12],"information":[13,16,31,62],"and":[14,42,92,107,112,126,142,151],"eliminate":[15],"islands.":[17],"It":[18],"widely":[20],"known":[21],"as":[22,98],"an":[23],"important":[24],"way":[25],"improve":[27],"quality":[29],"services.":[32],"However,":[33],"cold":[34,88],"start,":[35,89],"data":[36,90],"sparseness,":[37,91],"algorithm":[38,97],"performance,":[39],"accuracy":[41],"surprise":[43],"are":[44],"still":[45],"issues":[48],"that":[49],"restrict":[50],"users'":[51,79],"personalized":[52,61,80,133,154],"recommendations.":[53],"Firstly,":[54],"we":[55,72,105,120],"review":[56],"development":[58,147],"trend":[59],"algorithms":[64,86,135],"in":[65],"past":[67],"15":[68],"years.":[69],"And":[70],"then":[71],"propose":[73],"new":[75],"classification":[76,140],"method":[77],"for":[78],"based":[82],"on":[83],"machine":[84,116],"learning":[85,117],"with":[87],"performance":[94],"main":[100,124],"goals.":[101],"On":[102],"this":[103],"basis,":[104],"summarize":[106,122],"compare":[108],"ideas,":[110],"practices":[111],"conclusions":[113],"related":[115],"algorithms.":[118,156],"Finally,":[119],"further":[121],"advantages":[125],"disadvantages":[127],"10":[130],"kinds":[131],"from":[136],"perspective":[138],"proposed,":[141],"look":[143],"forward":[144],"directions,":[148],"difficulties,":[149],"focus":[150],"methods":[152]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
