{"id":"https://openalex.org/W3188591660","doi":"https://doi.org/10.1109/tkde.2021.3101840","title":"Network Alignment with Holistic Embeddings","display_name":"Network Alignment with Holistic Embeddings","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3188591660","doi":"https://doi.org/10.1109/tkde.2021.3101840","mag":"3188591660"},"language":"en","primary_location":{"id":"doi:10.1109/tkde.2021.3101840","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2021.3101840","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Knowledge and Data Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://infoscience.epfl.ch/handle/20.500.14299/195267","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5025137507","display_name":"Thanh Trung Huynh","orcid":"https://orcid.org/0000-0003-2027-5362"},"institutions":[{"id":"https://openalex.org/I11701301","display_name":"Griffith University","ror":"https://ror.org/02sc3r913","country_code":"AU","type":"education","lineage":["https://openalex.org/I11701301"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Thanh Trung Huynh","raw_affiliation_strings":["Griffith University, Gold Coast, QLD, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Griffith University, Gold Coast, QLD, Australia","institution_ids":["https://openalex.org/I11701301"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028221774","display_name":"Chi Thang Duong","orcid":"https://orcid.org/0000-0002-2504-8719"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Chi Thang Duong","raw_affiliation_strings":["Ecole Polytechnique Federale de Lausanne, Lausanne, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ecole Polytechnique Federale de Lausanne, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101892823","display_name":"Tam Thanh Nguyen","orcid":"https://orcid.org/0000-0002-0982-9080"},"institutions":[{"id":"https://openalex.org/I4387155935","display_name":"HUTECH University","ror":"https://ror.org/05xpj2n48","country_code":null,"type":"education","lineage":["https://openalex.org/I4387155935"]},{"id":"https://openalex.org/I47265099","display_name":"Ho Chi Minh City University of Technology","ror":"https://ror.org/04qva2324","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I47265099"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Tam Thanh Nguyen","raw_affiliation_strings":["Ho Chi Minh City University of Technology (HUTECH), Ho Chi Minh City, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ho Chi Minh City University of Technology (HUTECH), Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I4387155935","https://openalex.org/I47265099"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054802066","display_name":"Vinh Tong","orcid":null},"institutions":[{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Vinh Van Tong","raw_affiliation_strings":["Hanoi University of Science and Technology, Hanoi, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hanoi University of Science and Technology, Hanoi, Vietnam","institution_ids":["https://openalex.org/I94518387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038675407","display_name":"Abdul Sattar","orcid":"https://orcid.org/0000-0002-2567-2052"},"institutions":[{"id":"https://openalex.org/I11701301","display_name":"Griffith University","ror":"https://ror.org/02sc3r913","country_code":"AU","type":"education","lineage":["https://openalex.org/I11701301"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Abdul Sattar","raw_affiliation_strings":["Griffith University, Gold Coast, QLD, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Griffith University, Gold Coast, QLD, Australia","institution_ids":["https://openalex.org/I11701301"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088492734","display_name":"Hongzhi Yin","orcid":"https://orcid.org/0000-0003-1395-261X"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Hongzhi Yin","raw_affiliation_strings":["The University of Queensland, St Lucia, QLD, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of Queensland, St Lucia, QLD, Australia","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051219382","display_name":"Quoc Viet Hung Nguyen","orcid":"https://orcid.org/0000-0002-9687-1315"},"institutions":[{"id":"https://openalex.org/I11701301","display_name":"Griffith University","ror":"https://ror.org/02sc3r913","country_code":"AU","type":"education","lineage":["https://openalex.org/I11701301"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Quoc Viet Hung Nguyen","raw_affiliation_strings":["Griffith University, Gold Coast, QLD, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Griffith University, Gold Coast, QLD, Australia","institution_ids":["https://openalex.org/I11701301"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.6012,"has_fulltext":false,"cited_by_count":28,"citation_normalized_percentile":{"value":0.91252673,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"1"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9998000264167786,"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":0.9998000264167786,"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/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9968000054359436,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8614983558654785},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.7823635339736938},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.6226551532745361},{"id":"https://openalex.org/keywords/network-topology","display_name":"Network topology","score":0.48499032855033875},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4789222478866577},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.4626978039741516},{"id":"https://openalex.org/keywords/complex-network","display_name":"Complex network","score":0.4546821415424347},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4286680221557617},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.42715075612068176},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.42484164237976074},{"id":"https://openalex.org/keywords/biological-network","display_name":"Biological network","score":0.4105914831161499},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40650463104248047},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.40184757113456726},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.11158686876296997},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.08634188771247864}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8614983558654785},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.7823635339736938},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.6226551532745361},{"id":"https://openalex.org/C199845137","wikidata":"https://www.wikidata.org/wiki/Q145490","display_name":"Network topology","level":2,"score":0.48499032855033875},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4789222478866577},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4626978039741516},{"id":"https://openalex.org/C34947359","wikidata":"https://www.wikidata.org/wiki/Q665189","display_name":"Complex network","level":2,"score":0.4546821415424347},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4286680221557617},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.42715075612068176},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.42484164237976074},{"id":"https://openalex.org/C28225019","wikidata":"https://www.wikidata.org/wiki/Q4915005","display_name":"Biological network","level":2,"score":0.4105914831161499},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40650463104248047},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.40184757113456726},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.11158686876296997},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.08634188771247864},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"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/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"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/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tkde.2021.3101840","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2021.3101840","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Knowledge and Data Engineering","raw_type":"journal-article"},{"id":"pmh:oai:infoscience.epfl.ch:300507","is_oa":true,"landing_page_url":"https://infoscience.epfl.ch/handle/20.500.14299/195267","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"WoS","raw_type":"research article"},{"id":"pmh:oai:research-repository.griffith.edu.au:10072/406821","is_oa":false,"landing_page_url":"http://hdl.handle.net/10072/406821","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal article"}],"best_oa_location":{"id":"pmh:oai:infoscience.epfl.ch:300507","is_oa":true,"landing_page_url":"https://infoscience.epfl.ch/handle/20.500.14299/195267","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"WoS","raw_type":"research article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3308087519","display_name":"Minimising Human Efforts to Fight Fake News and Restore the Public Trust","funder_award_id":"DE200101465","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"},{"id":"https://openalex.org/G5263932300","display_name":null,"funder_award_id":"VINIF.2020.ThS.BK.07","funder_id":"https://openalex.org/F4320328994","funder_display_name":"Qu\u1ef9 \u0110\u1ed5i m\u1edbi s\u00e1ng t\u1ea1o Vingroup"}],"funders":[{"id":"https://openalex.org/F4320318839","display_name":"T\u1eadp \u0111o\u00e0n Vingroup - C\u00f4ng ty CP","ror":null},{"id":"https://openalex.org/F4320328994","display_name":"Qu\u1ef9 \u0110\u1ed5i m\u1edbi s\u00e1ng t\u1ea1o Vingroup","ror":null},{"id":"https://openalex.org/F4320334704","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":59,"referenced_works":["https://openalex.org/W200302385","https://openalex.org/W791699386","https://openalex.org/W1854214752","https://openalex.org/W1971039378","https://openalex.org/W1974682889","https://openalex.org/W2014374374","https://openalex.org/W2037192432","https://openalex.org/W2056124433","https://openalex.org/W2104690989","https://openalex.org/W2127589108","https://openalex.org/W2151936673","https://openalex.org/W2153579005","https://openalex.org/W2153929049","https://openalex.org/W2154851992","https://openalex.org/W2164508904","https://openalex.org/W2391555403","https://openalex.org/W2520886039","https://openalex.org/W2547875792","https://openalex.org/W2571692900","https://openalex.org/W2572926828","https://openalex.org/W2598689838","https://openalex.org/W2612872092","https://openalex.org/W2624431344","https://openalex.org/W2725719541","https://openalex.org/W2741602058","https://openalex.org/W2788030877","https://openalex.org/W2789134258","https://openalex.org/W2793022729","https://openalex.org/W2795104036","https://openalex.org/W2804057010","https://openalex.org/W2888657195","https://openalex.org/W2890187992","https://openalex.org/W2900410233","https://openalex.org/W2905267911","https://openalex.org/W2908735009","https://openalex.org/W2936090626","https://openalex.org/W2940697910","https://openalex.org/W2962756421","https://openalex.org/W2963707260","https://openalex.org/W2971311320","https://openalex.org/W2988387038","https://openalex.org/W3030424116","https://openalex.org/W3072859496","https://openalex.org/W3098893606","https://openalex.org/W3103296165","https://openalex.org/W3104097132","https://openalex.org/W3111896245","https://openalex.org/W3142570770","https://openalex.org/W4288293779","https://openalex.org/W6639055396","https://openalex.org/W6682691769","https://openalex.org/W6726873649","https://openalex.org/W6729448088","https://openalex.org/W6731581786","https://openalex.org/W6731785350","https://openalex.org/W6738964360","https://openalex.org/W6752110883","https://openalex.org/W6765257840","https://openalex.org/W6785238351"],"related_works":["https://openalex.org/W2185469136","https://openalex.org/W4306353150","https://openalex.org/W8219677","https://openalex.org/W2168054807","https://openalex.org/W2058990474","https://openalex.org/W2086397253","https://openalex.org/W2026860389","https://openalex.org/W2070704205","https://openalex.org/W2353485001","https://openalex.org/W2578454336"],"abstract_inverted_index":{"Network":[0],"alignment":[1,35,61],"is":[2],"the":[3,82,85,115,120,123,141],"task":[4],"of":[5,48,84,97,104,122,138,140,155],"identifying":[6],"topologically":[7],"and":[8,70,159],"semantically":[9],"similar":[10],"nodes":[11,73],"across":[12],"(two)":[13],"different":[14,46,66],"networks.":[15],"It":[16],"plays":[17],"an":[18,75],"important":[19],"role":[20],"in":[21,74,153],"various":[22,136,166],"applications":[23],"ranging":[24],"from":[25],"social":[26],"network":[27,31,49,72,86,105],"analysis":[28],"to":[29,44,68,80,113,132,135],"bioinformatic":[30],"interactions.":[32],"However,":[33],"existing":[34],"models":[36],"either":[37],"cannot":[38],"handle":[39],"large-scale":[40],"graphs":[41],"or":[42,51,102],"fail":[43],"leverage":[45,65],"types":[47,137],"information":[50],"modalities.":[52],"In":[53,78],"this":[54],"paper,":[55],"we":[56],"propose":[57],"a":[58,110],"novel":[59],"end-to-end":[60],"framework":[62],"that":[63,147],"can":[64],"modalities":[67],"compare":[69],"align":[71],"efficient":[76],"way.":[77],"order":[79],"exploit":[81],"richness":[83],"context,":[87],"our":[88,130,148],"model":[89,131],"constructs":[90],"multiple":[91],"embeddings":[92,117],"for":[93],"each":[94,96],"node,":[95],"which":[98],"captures":[99],"one":[100],"modality":[101],"type":[103],"information.":[106,125],"We":[107],"then":[108],"design":[109],"late-fusion":[111],"mechanism":[112,128],"combine":[114],"learned":[116],"based":[118],"on":[119,157],"importance":[121],"underlying":[124],"Our":[126],"fusion":[127],"allows":[129],"be":[133],"adapted":[134],"structure":[139],"input":[142],"network.":[143],"Experimental":[144],"results":[145],"show":[146],"technique":[149],"outperforms":[150],"state-of-the-art":[151],"approaches":[152],"terms":[154],"accuracy":[156],"real":[158],"synthetic":[160],"datasets,":[161],"while":[162],"being":[163],"robust":[164],"against":[165],"noise":[167],"factors.":[168]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":4}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
