{"id":"https://openalex.org/W4403615755","doi":"https://doi.org/10.1007/s10462-024-10990-1","title":"Graph neural networks for multi-view learning: a taxonomic review","display_name":"Graph neural networks for multi-view learning: a taxonomic review","publication_year":2024,"publication_date":"2024-10-21","ids":{"openalex":"https://openalex.org/W4403615755","doi":"https://doi.org/10.1007/s10462-024-10990-1"},"language":"en","primary_location":{"id":"doi:10.1007/s10462-024-10990-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-024-10990-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-024-10990-1.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"},"type":"review","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10462-024-10990-1.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5042079993","display_name":"Shunxin Xiao","orcid":"https://orcid.org/0000-0003-1187-8719"},"institutions":[{"id":"https://openalex.org/I75867142","display_name":"Xiamen University of Technology","ror":"https://ror.org/01285e189","country_code":"CN","type":"education","lineage":["https://openalex.org/I75867142"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shunxin Xiao","raw_affiliation_strings":["School of Computer and Information Engineering, Xiamen University of Technology, Xiamen, 361024, China"],"affiliations":[{"raw_affiliation_string":"School of Computer and Information Engineering, Xiamen University of Technology, Xiamen, 361024, China","institution_ids":["https://openalex.org/I75867142"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100403785","display_name":"Jiacheng Li","orcid":"https://orcid.org/0000-0002-9681-7546"},"institutions":[{"id":"https://openalex.org/I80947539","display_name":"Fuzhou University","ror":"https://ror.org/011xvna82","country_code":"CN","type":"education","lineage":["https://openalex.org/I80947539"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiacheng Li","raw_affiliation_strings":["College of Computer and Data Science, Fuzhou University, Fuzhou, 350116, China"],"affiliations":[{"raw_affiliation_string":"College of Computer and Data Science, Fuzhou University, Fuzhou, 350116, China","institution_ids":["https://openalex.org/I80947539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023284940","display_name":"Jielong Lu","orcid":"https://orcid.org/0009-0008-4732-9686"},"institutions":[{"id":"https://openalex.org/I80947539","display_name":"Fuzhou University","ror":"https://ror.org/011xvna82","country_code":"CN","type":"education","lineage":["https://openalex.org/I80947539"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jielong Lu","raw_affiliation_strings":["College of Computer and Data Science, Fuzhou University, Fuzhou, 350116, China"],"affiliations":[{"raw_affiliation_string":"College of Computer and Data Science, Fuzhou University, Fuzhou, 350116, China","institution_ids":["https://openalex.org/I80947539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032715565","display_name":"Sujia Huang","orcid":"https://orcid.org/0000-0002-4745-2157"},"institutions":[{"id":"https://openalex.org/I80947539","display_name":"Fuzhou University","ror":"https://ror.org/011xvna82","country_code":"CN","type":"education","lineage":["https://openalex.org/I80947539"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sujia Huang","raw_affiliation_strings":["College of Computer and Data Science, Fuzhou University, Fuzhou, 350116, China"],"affiliations":[{"raw_affiliation_string":"College of Computer and Data Science, Fuzhou University, Fuzhou, 350116, China","institution_ids":["https://openalex.org/I80947539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052044740","display_name":"Bao Zeng","orcid":null},"institutions":[{"id":"https://openalex.org/I75867142","display_name":"Xiamen University of Technology","ror":"https://ror.org/01285e189","country_code":"CN","type":"education","lineage":["https://openalex.org/I75867142"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bao Zeng","raw_affiliation_strings":["School of Computer and Information Engineering, Xiamen University of Technology, Xiamen, 361024, China"],"affiliations":[{"raw_affiliation_string":"School of Computer and Information Engineering, Xiamen University of Technology, Xiamen, 361024, China","institution_ids":["https://openalex.org/I75867142"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100604225","display_name":"Shiping Wang","orcid":"https://orcid.org/0000-0001-5195-9682"},"institutions":[{"id":"https://openalex.org/I80947539","display_name":"Fuzhou University","ror":"https://ror.org/011xvna82","country_code":"CN","type":"education","lineage":["https://openalex.org/I80947539"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shiping Wang","raw_affiliation_strings":["College of Computer and Data Science, Fuzhou University, Fuzhou, 350116, China"],"affiliations":[{"raw_affiliation_string":"College of Computer and Data Science, Fuzhou University, Fuzhou, 350116, China","institution_ids":["https://openalex.org/I80947539"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5042079993"],"corresponding_institution_ids":["https://openalex.org/I75867142"],"apc_list":{"value":2490,"currency":"EUR","value_usd":3090},"apc_paid":{"value":2490,"currency":"EUR","value_usd":3090},"fwci":10.2524,"has_fulltext":true,"cited_by_count":29,"citation_normalized_percentile":{"value":0.98558568,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"57","issue":"12","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9991000294685364,"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"}},"topics":[{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9991000294685364,"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/T12292","display_name":"Graph Theory and Algorithms","score":0.9955999851226807,"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"}},{"id":"https://openalex.org/T10812","display_name":"Human Pose and Action Recognition","score":0.994700014591217,"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":0.8014692068099976},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5312768220901489},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.49791979789733887},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4482658803462982},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4258248805999756},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3454560339450836}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8014692068099976},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5312768220901489},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.49791979789733887},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4482658803462982},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4258248805999756},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3454560339450836}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10462-024-10990-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-024-10990-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-024-10990-1.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10462-024-10990-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-024-10990-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-024-10990-1.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1231421488","display_name":null,"funder_award_id":"under","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1649521125","display_name":null,"funder_award_id":"U21A2047","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"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/G2802911279","display_name":null,"funder_award_id":"Young","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2979006455","display_name":null,"funder_award_id":"62276065","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/G3794798619","display_name":null,"funder_award_id":"U21A20472","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4020255992","display_name":null,"funder_award_id":"Project","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5570204100","display_name":null,"funder_award_id":"U21A204","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5760752404","display_name":null,"funder_award_id":"Projects","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/G7033253288","display_name":null,"funder_award_id":"Grants","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8672504904","display_name":null,"funder_award_id":"2021YFB3600503","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/W4403615755.pdf","grobid_xml":"https://content.openalex.org/works/W4403615755.grobid-xml"},"referenced_works_count":132,"referenced_works":["https://openalex.org/W2020111956","https://openalex.org/W2116341502","https://openalex.org/W2590019597","https://openalex.org/W2594110573","https://openalex.org/W2740464254","https://openalex.org/W2807021761","https://openalex.org/W2807812398","https://openalex.org/W2892816441","https://openalex.org/W2900841426","https://openalex.org/W2907492528","https://openalex.org/W2909502737","https://openalex.org/W2918930673","https://openalex.org/W2920772632","https://openalex.org/W2921532413","https://openalex.org/W2930181195","https://openalex.org/W2946086442","https://openalex.org/W2949208225","https://openalex.org/W2951652447","https://openalex.org/W2965741640","https://openalex.org/W2965857891","https://openalex.org/W2966234499","https://openalex.org/W2977253392","https://openalex.org/W2979750740","https://openalex.org/W2987021044","https://openalex.org/W2996451395","https://openalex.org/W2997573100","https://openalex.org/W2998662521","https://openalex.org/W3005916310","https://openalex.org/W3011667710","https://openalex.org/W3014901735","https://openalex.org/W3027458137","https://openalex.org/W3034277777","https://openalex.org/W3034782107","https://openalex.org/W3034903580","https://openalex.org/W3035298482","https://openalex.org/W3035397262","https://openalex.org/W3036843520","https://openalex.org/W3045200674","https://openalex.org/W3045219832","https://openalex.org/W3047291707","https://openalex.org/W3080986739","https://openalex.org/W3093751392","https://openalex.org/W3094067205","https://openalex.org/W3096318863","https://openalex.org/W3099141824","https://openalex.org/W3100848837","https://openalex.org/W3102272367","https://openalex.org/W3105177947","https://openalex.org/W3106677303","https://openalex.org/W3107569791","https://openalex.org/W3109605458","https://openalex.org/W3112076981","https://openalex.org/W3113127264","https://openalex.org/W3119049870","https://openalex.org/W3122451732","https://openalex.org/W3129850062","https://openalex.org/W3133382760","https://openalex.org/W3148388528","https://openalex.org/W3152893301","https://openalex.org/W3157330827","https://openalex.org/W3160009429","https://openalex.org/W3160166991","https://openalex.org/W3165913101","https://openalex.org/W3168766777","https://openalex.org/W3171764584","https://openalex.org/W3181419498","https://openalex.org/W3190490454","https://openalex.org/W3192157621","https://openalex.org/W3198879735","https://openalex.org/W3202270230","https://openalex.org/W3210242454","https://openalex.org/W3215039417","https://openalex.org/W4200128785","https://openalex.org/W4200281664","https://openalex.org/W4200560153","https://openalex.org/W4206083508","https://openalex.org/W4206714166","https://openalex.org/W4211006900","https://openalex.org/W4213337194","https://openalex.org/W4214642029","https://openalex.org/W4221101570","https://openalex.org/W4221155632","https://openalex.org/W4225868472","https://openalex.org/W4239510810","https://openalex.org/W4280587098","https://openalex.org/W4281727300","https://openalex.org/W4281955767","https://openalex.org/W4283209287","https://openalex.org/W4283397722","https://openalex.org/W4285417484","https://openalex.org/W4285590361","https://openalex.org/W4289341676","https://openalex.org/W4291109995","https://openalex.org/W4292074949","https://openalex.org/W4292092796","https://openalex.org/W4294791424","https://openalex.org/W4294982706","https://openalex.org/W4297380497","https://openalex.org/W4304080225","https://openalex.org/W4304092056","https://openalex.org/W4309719954","https://openalex.org/W4310388583","https://openalex.org/W4310787317","https://openalex.org/W4312318111","https://openalex.org/W4312822444","https://openalex.org/W4312863973","https://openalex.org/W4312893023","https://openalex.org/W4313574841","https://openalex.org/W4313648745","https://openalex.org/W4313890362","https://openalex.org/W4320004384","https://openalex.org/W4321479930","https://openalex.org/W4322706716","https://openalex.org/W4323338655","https://openalex.org/W4324067083","https://openalex.org/W4328099349","https://openalex.org/W4360770799","https://openalex.org/W4365397822","https://openalex.org/W4365398449","https://openalex.org/W4367016851","https://openalex.org/W4367051028","https://openalex.org/W4367310600","https://openalex.org/W4375868934","https://openalex.org/W4378194810","https://openalex.org/W4382237410","https://openalex.org/W4382460645","https://openalex.org/W4382655408","https://openalex.org/W4383532833","https://openalex.org/W4385805164","https://openalex.org/W4399422630","https://openalex.org/W6600175266","https://openalex.org/W6602989878"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"With":[0],"the":[1,24,86,90,121,124,166,178,205],"explosive":[2],"growth":[3],"of":[4,28,37,123,128,144,159,169,180,207],"user-generated":[5],"content,":[6],"multi-view":[7,29,53,71,132,150,161,181,213],"learning":[8,42,47,54,72,126,162,214],"has":[9,32],"become":[10],"a":[11,34,65,141,157],"rapidly":[12],"growing":[13],"direction":[14],"in":[15,52,56,89,221],"pattern":[16],"recognition":[17],"and":[18,44,60,131,173,188,195,216],"data":[19,93],"analysis":[20],"areas.":[21],"Due":[22],"to":[23,63,83,105,119,139,165],"significant":[25],"application":[26],"value":[27],"learning,":[30,182],"there":[31],"been":[33,102],"continuous":[35],"emergence":[36],"research":[38,146],"based":[39,75],"on":[40,76,148,211],"machine":[41],"methods":[43,81,163],"traditional":[45],"deep":[46],"paradigms.":[48],"The":[49],"core":[50],"challenge":[51],"lies":[55],"harnessing":[57],"both":[58],"consistent":[59],"complementary":[61],"information":[62,87],"forge":[64],"unified,":[66],"comprehensive":[67,142],"representation.":[68],"However,":[69],"many":[70],"tasks":[73,215],"are":[74,198],"graph-structured":[77],"data,":[78,109],"making":[79],"existing":[80],"unable":[82],"effectively":[84],"mine":[85],"contained":[88],"input":[91,167],"multiple":[92],"sources.":[94],"Recently,":[95],"graph":[96],"neural":[97],"networks":[98],"(GNN)":[99],"techniques":[100],"have":[101],"widely":[103],"utilized":[104],"deal":[106],"with":[107],"non-Euclidean":[108],"such":[110],"as":[111],"graphs":[112],"or":[113],"manifolds.":[114],"Thus,":[115],"it":[116],"is":[117],"essential":[118],"combine":[120],"advantages":[122],"powerful":[125],"capability":[127],"GNN":[129,209],"models":[130,210],"data.":[133],"In":[134,152],"this":[135,222],"paper,":[136],"we":[137,154,176,203],"aim":[138],"provide":[140,156],"survey":[143],"recent":[145],"works":[147],"GNN-based":[149,160],"learning.":[151],"detail,":[153],"first":[155],"taxonomy":[158],"according":[164],"form":[168],"models:":[170],"multi-relation,":[171],"multi-attribute":[172],"mixed.":[174],"Then,":[175],"introduce":[177],"applications":[179],"including":[183],"recommendation":[184],"systems,":[185],"computer":[186],"vision":[187],"so":[189],"on.":[190],"Moreover,":[191],"several":[192],"public":[193],"datasets":[194],"open-source":[196],"codes":[197],"introduced":[199],"for":[200],"implementation.":[201],"Finally,":[202],"analyze":[204],"challenges":[206],"applying":[208],"various":[212],"state":[217],"new":[218],"future":[219],"directions":[220],"field.":[223]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":20}],"updated_date":"2026-03-22T08:09:32.410652","created_date":"2025-10-10T00:00:00"}