{"id":"https://openalex.org/W4285116915","doi":"https://doi.org/10.1109/tcss.2022.3169219","title":"Multistructure Graph Classification Method With Attention-Based Pooling","display_name":"Multistructure Graph Classification Method With Attention-Based Pooling","publication_year":2022,"publication_date":"2022-05-03","ids":{"openalex":"https://openalex.org/W4285116915","doi":"https://doi.org/10.1109/tcss.2022.3169219"},"language":"en","primary_location":{"id":"doi:10.1109/tcss.2022.3169219","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2022.3169219","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computational Social Systems","raw_type":"journal-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/A5015248791","display_name":"Yuhua Xu","orcid":"https://orcid.org/0000-0001-9430-8791"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuhua Xu","raw_affiliation_strings":["Key Laboratory of Embedded System and Service Computing, Ministry of Education, and the National (Province-Ministry Joint) Collaborative Innovation Center for Financial Network Security, Tongji University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-9430-8791","affiliations":[{"raw_affiliation_string":"Key Laboratory of Embedded System and Service Computing, Ministry of Education, and the National (Province-Ministry Joint) Collaborative Innovation Center for Financial Network Security, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100345552","display_name":"Junli Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junli Wang","raw_affiliation_strings":["Key Laboratory of Embedded System and Service Computing, Ministry of Education, and the National (Province-Ministry Joint) Collaborative Innovation Center for Financial Network Security, Tongji University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-7185-9731","affiliations":[{"raw_affiliation_string":"Key Laboratory of Embedded System and Service Computing, Ministry of Education, and the National (Province-Ministry Joint) Collaborative Innovation Center for Financial Network Security, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060856903","display_name":"Mingjian Guang","orcid":"https://orcid.org/0000-0003-2944-2665"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingjian Guang","raw_affiliation_strings":["Key Laboratory of Embedded System and Service Computing, Ministry of Education, and the National (Province-Ministry Joint) Collaborative Innovation Center for Financial Network Security, Tongji University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0003-2944-2665","affiliations":[{"raw_affiliation_string":"Key Laboratory of Embedded System and Service Computing, Ministry of Education, and the National (Province-Ministry Joint) Collaborative Innovation Center for Financial Network Security, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101015946","display_name":"Chungang Yan","orcid":null},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chungang Yan","raw_affiliation_strings":["Key Laboratory of Embedded System and Service Computing, Ministry of Education, and the National (Province-Ministry Joint) Collaborative Innovation Center for Financial Network Security, Tongji University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Embedded System and Service Computing, Ministry of Education, and the National (Province-Ministry Joint) Collaborative Innovation Center for Financial Network Security, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066099338","display_name":"Changjun Jiang","orcid":"https://orcid.org/0000-0003-0637-9317"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changjun Jiang","raw_affiliation_strings":["Key Laboratory of Embedded System and Service Computing, Ministry of Education, and the National (Province-Ministry Joint) Collaborative Innovation Center for Financial Network Security, Tongji University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0003-0637-9317","affiliations":[{"raw_affiliation_string":"Key Laboratory of Embedded System and Service Computing, Ministry of Education, and the National (Province-Ministry Joint) Collaborative Innovation Center for Financial Network Security, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5015248791"],"corresponding_institution_ids":["https://openalex.org/I116953780"],"apc_list":null,"apc_paid":null,"fwci":5.8283,"has_fulltext":false,"cited_by_count":48,"citation_normalized_percentile":{"value":0.96579112,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"10","issue":"2","first_page":"602","last_page":"613"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":1.0,"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":1.0,"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.994700014591217,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12292","display_name":"Graph Theory and Algorithms","score":0.9904000163078308,"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/pooling","display_name":"Pooling","score":0.7406934499740601},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7299813032150269},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5997560024261475},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.5331014394760132},{"id":"https://openalex.org/keywords/power-graph-analysis","display_name":"Power graph analysis","score":0.42605969309806824},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38949641585350037}],"concepts":[{"id":"https://openalex.org/C70437156","wikidata":"https://www.wikidata.org/wiki/Q7228652","display_name":"Pooling","level":2,"score":0.7406934499740601},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7299813032150269},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5997560024261475},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.5331014394760132},{"id":"https://openalex.org/C106937863","wikidata":"https://www.wikidata.org/wiki/Q7236518","display_name":"Power graph analysis","level":3,"score":0.42605969309806824},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38949641585350037}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcss.2022.3169219","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2022.3169219","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computational Social Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3229278405","display_name":null,"funder_award_id":"2018YFB2100801","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":60,"referenced_works":["https://openalex.org/W1662382123","https://openalex.org/W1977340881","https://openalex.org/W2008857988","https://openalex.org/W2015342278","https://openalex.org/W2034618876","https://openalex.org/W2064675550","https://openalex.org/W2092750499","https://openalex.org/W2099438806","https://openalex.org/W2142498761","https://openalex.org/W2155912412","https://openalex.org/W2788919350","https://openalex.org/W2798405286","https://openalex.org/W2833907136","https://openalex.org/W2907101105","https://openalex.org/W2907492528","https://openalex.org/W2946693349","https://openalex.org/W2954985889","https://openalex.org/W2964189376","https://openalex.org/W2972990956","https://openalex.org/W2973739440","https://openalex.org/W2990774081","https://openalex.org/W2997997679","https://openalex.org/W2998008360","https://openalex.org/W2999653953","https://openalex.org/W3003265726","https://openalex.org/W3010094765","https://openalex.org/W3034442691","https://openalex.org/W3035570025","https://openalex.org/W3042321348","https://openalex.org/W3045237327","https://openalex.org/W3091916005","https://openalex.org/W3093943311","https://openalex.org/W3097264851","https://openalex.org/W3114765190","https://openalex.org/W3139398043","https://openalex.org/W3152893301","https://openalex.org/W3166466426","https://openalex.org/W3169317859","https://openalex.org/W3183862688","https://openalex.org/W3211597267","https://openalex.org/W6637178625","https://openalex.org/W6681029592","https://openalex.org/W6685265622","https://openalex.org/W6720006811","https://openalex.org/W6726873649","https://openalex.org/W6736685754","https://openalex.org/W6738964360","https://openalex.org/W6739901393","https://openalex.org/W6748529151","https://openalex.org/W6752110883","https://openalex.org/W6761665040","https://openalex.org/W6762735450","https://openalex.org/W6767710714","https://openalex.org/W6770102389","https://openalex.org/W6771510844","https://openalex.org/W6773666150","https://openalex.org/W6779032261","https://openalex.org/W6784568508","https://openalex.org/W6790558058","https://openalex.org/W6796694783"],"related_works":["https://openalex.org/W2953234277","https://openalex.org/W2626256601","https://openalex.org/W3015684221","https://openalex.org/W4368755543","https://openalex.org/W3088104186","https://openalex.org/W1543023114","https://openalex.org/W4245709619","https://openalex.org/W85088162","https://openalex.org/W2294734161","https://openalex.org/W3081531507"],"abstract_inverted_index":{"Graph":[0],"neural":[1,91],"networks":[2],"(GNNs)":[3],"have":[4,21],"achieved":[5],"effective":[6],"performance":[7],"in":[8],"many":[9],"graph-related":[10],"tasks":[11],"involving":[12],"recommendation":[13],"systems,":[14,166],"social":[15,165],"networks,":[16],"and":[17,89,114,167],"bioinformatics.":[18],"Recent":[19],"studies":[20],"proposed":[22],"several":[23],"graph":[24,64,69,83,144,180],"pooling":[25,102],"operators":[26],"to":[27,41,108,130,150],"obtain":[28],"graph-level":[29,153],"representations":[30,117],"from":[31,164],"node":[32,50,116],"representations.":[33],"Nevertheless,":[34],"they":[35,56,66],"usually":[36],"adopt":[37],"a":[38,63,81,100,125,136,152,176],"single":[39],"strategy":[40],"evaluate":[42,109],"the":[43,59,68,75,110,141,168],"importance":[44,111],"of":[45,62,112,135,143,178],"nodes,":[46],"which":[47,104],"may":[48],"generate":[49,151],"rankings":[51],"with":[52,86],"weak":[53],"robustness.":[54],"Also,":[55,122],"cannot":[57],"capture":[58,131],"different":[60,133],"substructures":[61,134],"since":[65],"shrink":[67],"layer":[70],"by":[71],"layer.":[72],"To":[73,138],"solve":[74],"above":[76],"problems,":[77],"this":[78],"article":[79],"proposes":[80],"Multistructure":[82],"classification":[84,181],"method":[85,174],"Attention":[87],"mechanism":[88],"Convolutional":[90],"network":[92],"(CNN),":[93],"called":[94],"MAC.":[95],"In":[96],"particular,":[97],"we":[98,123,146],"propose":[99],"novel":[101],"operator,":[103],"adopts":[105],"multiple":[106,132],"strategies":[107],"nodes":[113],"updates":[115],"through":[118],"an":[119],"attention":[120],"mechanism.":[121],"design":[124],"hierarchical":[126],"architecture":[127],"for":[128],"MAC":[129],"graph.":[137],"further":[139],"reduce":[140],"loss":[142],"information,":[145],"utilize":[147],"2-D":[148],"CNN":[149],"representation.":[154],"Comparative":[155],"experiments":[156],"are":[157],"performed":[158],"on":[159],"public":[160],"benchmark":[161],"datasets":[162],"deriving":[163],"experimental":[169],"results":[170],"indicate":[171],"that":[172],"our":[173],"outperforms":[175],"range":[177],"state-of-the-art":[179],"methods.":[182]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":17},{"year":2024,"cited_by_count":15},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":1}],"updated_date":"2026-06-05T09:01:59.212387","created_date":"2025-10-10T00:00:00"}
