{"id":"https://openalex.org/W4205517530","doi":"https://doi.org/10.3390/fi14020032","title":"Graph Representation-Based Deep Multi-View Semantic Similarity Learning Model for Recommendation","display_name":"Graph Representation-Based Deep Multi-View Semantic Similarity Learning Model for Recommendation","publication_year":2022,"publication_date":"2022-01-19","ids":{"openalex":"https://openalex.org/W4205517530","doi":"https://doi.org/10.3390/fi14020032"},"language":"en","primary_location":{"id":"doi:10.3390/fi14020032","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi14020032","pdf_url":"https://www.mdpi.com/1999-5903/14/2/32/pdf?version=1642653093","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Internet","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-5903/14/2/32/pdf?version=1642653093","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5022280647","display_name":"Jiagang Song","orcid":"https://orcid.org/0000-0001-8684-6493"},"institutions":[{"id":"https://openalex.org/I29739308","display_name":"Guangxi Normal University","ror":"https://ror.org/02frt9q65","country_code":"CN","type":"education","lineage":["https://openalex.org/I29739308"]},{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiagang Song","raw_affiliation_strings":["School of Computer Science and Engineering, Central South University, Changsha 410083, China","School of Computer Science and Engineering, Guangxi Normal University, Guiling 541004, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha 410083, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Guangxi Normal University, Guiling 541004, China","institution_ids":["https://openalex.org/I29739308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101866910","display_name":"Jiayu Song","orcid":"https://orcid.org/0000-0003-4741-3876"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I29739308","display_name":"Guangxi Normal University","ror":"https://ror.org/02frt9q65","country_code":"CN","type":"education","lineage":["https://openalex.org/I29739308"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiayu Song","raw_affiliation_strings":["School of Computer Science and Engineering, Central South University, Changsha 410083, China","School of Computer Science and Engineering, Guangxi Normal University, Guiling 541004, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha 410083, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Guangxi Normal University, Guiling 541004, China","institution_ids":["https://openalex.org/I29739308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089592676","display_name":"Xinpan Yuan","orcid":"https://orcid.org/0000-0001-9509-0755"},"institutions":[{"id":"https://openalex.org/I49934816","display_name":"Hunan University of Technology","ror":"https://ror.org/04j3vr751","country_code":"CN","type":"education","lineage":["https://openalex.org/I49934816"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinpan Yuan","raw_affiliation_strings":["School of Computer Science, Hunan University of Technology, Zhuzhou 412007, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Hunan University of Technology, Zhuzhou 412007, China","institution_ids":["https://openalex.org/I49934816"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101661866","display_name":"Xiao He","orcid":"https://orcid.org/0000-0001-5749-410X"},"institutions":[{"id":"https://openalex.org/I52180223","display_name":"Hunan Agricultural University","ror":"https://ror.org/01dzed356","country_code":"CN","type":"education","lineage":["https://openalex.org/I52180223"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao He","raw_affiliation_strings":["College of Information and Intelligence, Hunan Agricultural University, Changsha 410128, China"],"affiliations":[{"raw_affiliation_string":"College of Information and Intelligence, Hunan Agricultural University, Changsha 410128, China","institution_ids":["https://openalex.org/I52180223"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035459209","display_name":"Xinghui Zhu","orcid":"https://orcid.org/0000-0002-7150-0008"},"institutions":[{"id":"https://openalex.org/I52180223","display_name":"Hunan Agricultural University","ror":"https://ror.org/01dzed356","country_code":"CN","type":"education","lineage":["https://openalex.org/I52180223"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinghui Zhu","raw_affiliation_strings":["College of Information and Intelligence, Hunan Agricultural University, Changsha 410128, China"],"affiliations":[{"raw_affiliation_string":"College of Information and Intelligence, Hunan Agricultural University, Changsha 410128, China","institution_ids":["https://openalex.org/I52180223"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101866910"],"corresponding_institution_ids":["https://openalex.org/I139660479","https://openalex.org/I29739308"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":2.864,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.91900892,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"14","issue":"2","first_page":"32","last_page":"32"},"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":0.9990000128746033,"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/T12488","display_name":"Mental Health via Writing","score":0.9577999711036682,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.9085491895675659},{"id":"https://openalex.org/keywords/collaborative-filtering","display_name":"Collaborative filtering","score":0.8705607652664185},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5656696557998657},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.5562121868133545},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.5434544086456299},{"id":"https://openalex.org/keywords/cold-start","display_name":"Cold start (automotive)","score":0.5386585593223572},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5162529945373535},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5077170133590698},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.5062212347984314},{"id":"https://openalex.org/keywords/social-network","display_name":"Social network (sociolinguistics)","score":0.47861236333847046},{"id":"https://openalex.org/keywords/semantic-feature","display_name":"Semantic feature","score":0.4505619406700134},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.42811688780784607},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4170505106449127},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3797893822193146},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3686909079551697},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.21623563766479492},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.21552774310112},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.13846483826637268}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9085491895675659},{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.8705607652664185},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5656696557998657},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.5562121868133545},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.5434544086456299},{"id":"https://openalex.org/C2778956030","wikidata":"https://www.wikidata.org/wiki/Q5142477","display_name":"Cold start (automotive)","level":2,"score":0.5386585593223572},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5162529945373535},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5077170133590698},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.5062212347984314},{"id":"https://openalex.org/C4727928","wikidata":"https://www.wikidata.org/wiki/Q17164759","display_name":"Social network (sociolinguistics)","level":3,"score":0.47861236333847046},{"id":"https://openalex.org/C2781122975","wikidata":"https://www.wikidata.org/wiki/Q16928266","display_name":"Semantic feature","level":2,"score":0.4505619406700134},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.42811688780784607},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4170505106449127},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3797893822193146},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3686909079551697},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.21623563766479492},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.21552774310112},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.13846483826637268},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"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/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"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/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/fi14020032","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi14020032","pdf_url":"https://www.mdpi.com/1999-5903/14/2/32/pdf?version=1642653093","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Internet","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:65f2fbe49c734a7688b76a5afa25b872","is_oa":true,"landing_page_url":"https://doaj.org/article/65f2fbe49c734a7688b76a5afa25b872","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Future Internet, Vol 14, Iss 2, p 32 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1999-5903/14/2/32/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/fi14020032","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Future Internet; Volume 14; Issue 2; Pages: 32","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/fi14020032","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi14020032","pdf_url":"https://www.mdpi.com/1999-5903/14/2/32/pdf?version=1642653093","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Internet","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5299999713897705,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2254430272","display_name":null,"funder_award_id":"62072166","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3297568266","display_name":null,"funder_award_id":"6183601","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6026730504","display_name":null,"funder_award_id":"61672177","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7853147401","display_name":null,"funder_award_id":"61836016","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8222406017","display_name":null,"funder_award_id":"1672177","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4205517530.pdf","grobid_xml":"https://content.openalex.org/works/W4205517530.grobid-xml"},"referenced_works_count":45,"referenced_works":["https://openalex.org/W1966553486","https://openalex.org/W1994389483","https://openalex.org/W2001141328","https://openalex.org/W2008886893","https://openalex.org/W2041206926","https://openalex.org/W2042281163","https://openalex.org/W2053186076","https://openalex.org/W2054141820","https://openalex.org/W2090891622","https://openalex.org/W2093219534","https://openalex.org/W2093402979","https://openalex.org/W2119825970","https://openalex.org/W2135598826","https://openalex.org/W2137245235","https://openalex.org/W2144487656","https://openalex.org/W2154851992","https://openalex.org/W2156718197","https://openalex.org/W2244405900","https://openalex.org/W2370488169","https://openalex.org/W2387462954","https://openalex.org/W2393319904","https://openalex.org/W2415243320","https://openalex.org/W2575006718","https://openalex.org/W2612872092","https://openalex.org/W2624431344","https://openalex.org/W2743104969","https://openalex.org/W2894649752","https://openalex.org/W2962756421","https://openalex.org/W3002060313","https://openalex.org/W3014509175","https://openalex.org/W3104097132","https://openalex.org/W3134311904","https://openalex.org/W3140110584","https://openalex.org/W3159063014","https://openalex.org/W3159088493","https://openalex.org/W3169458249","https://openalex.org/W3173832095","https://openalex.org/W3197681757","https://openalex.org/W3204479763","https://openalex.org/W6682755970","https://openalex.org/W6687890955","https://openalex.org/W6688546294","https://openalex.org/W6780265003","https://openalex.org/W6794869768","https://openalex.org/W6802492311"],"related_works":["https://openalex.org/W2772628444","https://openalex.org/W4220714703","https://openalex.org/W1484355083","https://openalex.org/W3008845055","https://openalex.org/W2098758514","https://openalex.org/W2358418295","https://openalex.org/W2497939785","https://openalex.org/W4376854386","https://openalex.org/W2202724490","https://openalex.org/W2735929803"],"abstract_inverted_index":{"With":[0],"the":[1,45,92,124,138,145,152,156,168],"rapid":[2],"development":[3],"of":[4,14,33,44,123,129,158,170],"Internet":[5],"technology,":[6],"how":[7],"to":[8,17,75,118,190],"mine":[9],"and":[10,22,30,38,71,79,126,135,160,166,195],"analyze":[11],"massive":[12],"amounts":[13],"network":[15,50],"information":[16,25],"provide":[18],"users":[19,143,159,162,171],"with":[20],"accurate":[21],"fast":[23],"recommendation":[24,51,69,107],"has":[26],"become":[27],"a":[28,104],"hot":[29],"difficult":[31],"topic":[32],"joint":[34],"research":[35],"in":[36,40,132,193],"industry":[37],"academia":[39],"recent":[41],"years.":[42],"One":[43],"most":[46],"widely":[47],"used":[48],"social":[49,58,133],"methods":[52],"is":[53,188],"collaborative":[54,60,85,105],"filtering.":[55],"However,":[56],"traditional":[57],"network-based":[59],"filtering":[61,86,106],"algorithms":[62,87,192],"will":[63],"encounter":[64],"problems":[65],"such":[66],"as":[67],"low":[68],"performance":[70],"cold":[72],"start":[73],"due":[74],"high":[76],"data":[77],"sparsity":[78],"uneven":[80],"distribution.":[81],"In":[82],"addition,":[83],"these":[84],"do":[88],"not":[89],"effectively":[90],"consider":[91],"implicit":[93,139,161],"trust":[94,140],"relationship":[95,141],"between":[96,142],"users.":[97],"To":[98],"this":[99,101],"end,":[100],"paper":[102],"proposes":[103],"algorithm":[108,114,187],"based":[109],"on":[110,163,172,177],"graphsage":[111,117],"(GraphSAGE-CF).":[112],"The":[113],"first":[115],"uses":[116],"learn":[119],"low-dimensional":[120],"feature":[121,146],"representations":[122,147],"global":[125],"local":[127],"structures":[128],"user":[130],"nodes":[131],"networks":[134],"then":[136],"calculates":[137],"through":[144],"learned":[148],"by":[149],"graphsage.":[150],"Finally,":[151],"comprehensive":[153],"evaluation":[154],"shows":[155],"scores":[157,169],"related":[164],"items":[165],"predicts":[167],"target":[173],"items.":[174],"Experimental":[175],"results":[176],"four":[178],"open":[179],"standard":[180],"datasets":[181],"show":[182],"that":[183],"our":[184],"proposed":[185],"graphsage-cf":[186],"superior":[189],"existing":[191],"RMSE":[194],"MAE.":[196]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":2}],"updated_date":"2026-03-18T14:38:29.013473","created_date":"2022-01-25T00:00:00"}