{"id":"https://openalex.org/W4320024297","doi":"https://doi.org/10.1109/bigdata55660.2022.10020276","title":"Role-Oriented Dynamic Network Embedding","display_name":"Role-Oriented Dynamic Network Embedding","publication_year":2022,"publication_date":"2022-12-17","ids":{"openalex":"https://openalex.org/W4320024297","doi":"https://doi.org/10.1109/bigdata55660.2022.10020276"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata55660.2022.10020276","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/bigdata55660.2022.10020276","pdf_url":null,"source":{"id":"https://openalex.org/S4363607709","display_name":"2022 IEEE International Conference on Big Data (Big Data)","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":"2022 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5100783707","display_name":"Ting Pan","orcid":"https://orcid.org/0000-0002-6960-3868"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ting Pan","raw_affiliation_strings":["Tianjin University,College of Intelligence and Computing,Tianjin,China","College of Intelligence and Computing, Tianjin University, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin University,College of Intelligence and Computing,Tianjin,China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"College of Intelligence and Computing, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100393041","display_name":"Wenjun Wang","orcid":"https://orcid.org/0000-0003-1174-7241"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenjun Wang","raw_affiliation_strings":["Tianjin University,College of Intelligence and Computing,Tianjin,China","College of Intelligence and Computing, Tianjin University, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin University,College of Intelligence and Computing,Tianjin,China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"College of Intelligence and Computing, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101594410","display_name":"Minglai Shao","orcid":"https://orcid.org/0000-0003-1830-9797"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Minglai Shao","raw_affiliation_strings":["Tianjin University,School of New Media and Communication,Tianjin,China","School of New Media and Communication, Tianjin University, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin University,School of New Media and Communication,Tianjin,China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"School of New Media and Communication, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005091713","display_name":"Yueheng Sun","orcid":"https://orcid.org/0000-0003-4569-8193"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yueheng Sun","raw_affiliation_strings":["Tianjin University,College of Intelligence and Computing,Tianjin,China","College of Intelligence and Computing, Tianjin University, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin University,College of Intelligence and Computing,Tianjin,China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"College of Intelligence and Computing, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005761664","display_name":"Pengfei Jiao","orcid":"https://orcid.org/0000-0003-1049-1002"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pengfei Jiao","raw_affiliation_strings":["Hangzhou Dianzi University,School of Cyberspace,Hangzhou,China","School of Cyberspace, Hangzhou Dianzi University, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hangzhou Dianzi University,School of Cyberspace,Hangzhou,China","institution_ids":["https://openalex.org/I50760025"]},{"raw_affiliation_string":"School of Cyberspace, Hangzhou Dianzi University, Hangzhou, China","institution_ids":["https://openalex.org/I50760025"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"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/T10028","display_name":"Topic Modeling","score":0.9925000071525574,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9771999716758728,"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":0.7962558269500732},{"id":"https://openalex.org/keywords/snapshot","display_name":"Snapshot (computer storage)","score":0.7230215072631836},{"id":"https://openalex.org/keywords/dynamic-network-analysis","display_name":"Dynamic network analysis","score":0.6638532876968384},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.6229896545410156},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.564297080039978},{"id":"https://openalex.org/keywords/network-science","display_name":"Network science","score":0.4441837966442108},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.4279817044734955},{"id":"https://openalex.org/keywords/network-analysis","display_name":"Network analysis","score":0.41308358311653137},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3698752522468567},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3693213164806366},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3450953960418701},{"id":"https://openalex.org/keywords/complex-network","display_name":"Complex network","score":0.3228417634963989},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.14859619736671448}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7962558269500732},{"id":"https://openalex.org/C55282118","wikidata":"https://www.wikidata.org/wiki/Q252683","display_name":"Snapshot (computer storage)","level":2,"score":0.7230215072631836},{"id":"https://openalex.org/C13540734","wikidata":"https://www.wikidata.org/wiki/Q5318996","display_name":"Dynamic network analysis","level":2,"score":0.6638532876968384},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.6229896545410156},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.564297080039978},{"id":"https://openalex.org/C137753397","wikidata":"https://www.wikidata.org/wiki/Q2434424","display_name":"Network science","level":3,"score":0.4441837966442108},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.4279817044734955},{"id":"https://openalex.org/C32946077","wikidata":"https://www.wikidata.org/wiki/Q618079","display_name":"Network analysis","level":2,"score":0.41308358311653137},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3698752522468567},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3693213164806366},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3450953960418701},{"id":"https://openalex.org/C34947359","wikidata":"https://www.wikidata.org/wiki/Q665189","display_name":"Complex network","level":2,"score":0.3228417634963989},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.14859619736671448},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata55660.2022.10020276","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/bigdata55660.2022.10020276","pdf_url":null,"source":{"id":"https://openalex.org/S4363607709","display_name":"2022 IEEE International Conference on Big Data (Big Data)","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":"2022 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":60,"referenced_works":["https://openalex.org/W1959608418","https://openalex.org/W1982469530","https://openalex.org/W2001325956","https://openalex.org/W2021969955","https://openalex.org/W2057685268","https://openalex.org/W2134280081","https://openalex.org/W2140445565","https://openalex.org/W2153959628","https://openalex.org/W2157331557","https://openalex.org/W2294347342","https://openalex.org/W2607500032","https://openalex.org/W2614250740","https://openalex.org/W2623187518","https://openalex.org/W2785994986","https://openalex.org/W2788347302","https://openalex.org/W2792234394","https://openalex.org/W2795735740","https://openalex.org/W2807811038","https://openalex.org/W2808867307","https://openalex.org/W2888657195","https://openalex.org/W2903329593","https://openalex.org/W2907192581","https://openalex.org/W2949081173","https://openalex.org/W2954691982","https://openalex.org/W2963703618","https://openalex.org/W2964015378","https://openalex.org/W2964811671","https://openalex.org/W2966050677","https://openalex.org/W2969280827","https://openalex.org/W2969286404","https://openalex.org/W2981274387","https://openalex.org/W2986068433","https://openalex.org/W2997042706","https://openalex.org/W2998116985","https://openalex.org/W3003358410","https://openalex.org/W3005961415","https://openalex.org/W3025882279","https://openalex.org/W3026076535","https://openalex.org/W3029390384","https://openalex.org/W3036446966","https://openalex.org/W3040043284","https://openalex.org/W3089323170","https://openalex.org/W3099152386","https://openalex.org/W3101290021","https://openalex.org/W3102794461","https://openalex.org/W3103254545","https://openalex.org/W3132771267","https://openalex.org/W3155874371","https://openalex.org/W3209485964","https://openalex.org/W3216418890","https://openalex.org/W3216694774","https://openalex.org/W4206742913","https://openalex.org/W4288080007","https://openalex.org/W6640963894","https://openalex.org/W6726873649","https://openalex.org/W6743446608","https://openalex.org/W6748053814","https://openalex.org/W6757831817","https://openalex.org/W6766768147","https://openalex.org/W6776137863"],"related_works":["https://openalex.org/W3007491431","https://openalex.org/W4224211792","https://openalex.org/W2950946391","https://openalex.org/W3134928396","https://openalex.org/W2082867051","https://openalex.org/W2394794438","https://openalex.org/W4293240953","https://openalex.org/W2727283706","https://openalex.org/W2092955849","https://openalex.org/W1554338108"],"abstract_inverted_index":{"Exploring":[0],"the":[1,9,113,117,121,133,141,152,162,176,181,193,196],"differences":[2],"and":[3,19,48,137,154,170,189],"important":[4,20],"patterns":[5],"of":[6,11,74,178,195],"nodes":[7,101,136],"from":[8],"perspective":[10],"roles":[12,36],"has":[13],"gradually":[14],"developed":[15],"into":[16],"an":[17],"interesting":[18],"topic":[21],"in":[22],"network":[23,28,129,145],"analysis.":[24],"However,":[25],"existing":[26],"role-oriented":[27,123],"embedding":[29],"methods":[30,58],"focus":[31],"more":[32],"on":[33,103,108,186],"identifying":[34],"underlying":[35],"for":[37,59,99,148],"static":[38],"network,":[39,159],"which":[40,93,139],"leads":[41],"to":[42,70,89,95,119,130,166,174],"complex":[43],"temporal":[44,155],"behaviors":[45],"being":[46],"overlooked":[47],"degraded":[49],"performance":[50],"facing":[51],"dynamic":[52,60,158],"network.":[53],"The":[54],"few":[55],"role":[56,72,149],"analytics":[57],"networks":[61,191],"either":[62],"cannot":[63],"learn":[64,96],"general":[65],"node":[66],"representations":[67,179],"or":[68],"fail":[69],"discovery":[71],"transitions":[73],"nodes.":[75],"In":[76],"this":[77],"work,":[78],"we":[79,160],"propose":[80],"a":[81],"unified":[82],"framework":[83],"RDNE":[84,111],"(Role-oriented":[85],"Dynamic":[86],"Network":[87],"Embedding)":[88],"tackle":[90],"such":[91],"challenges,":[92],"aim":[94],"multiple":[97],"embeddings":[98],"individual":[100],"based":[102],"time-varying":[104],"structural":[105,114],"behaviors.":[106],"Based":[107],"regular":[109],"equivalence,":[110],"propagates":[112],"features":[115],"over":[116],"graph":[118],"derive":[120],"initial":[122],"representations.":[124],"Then,":[125],"it":[126],"applies":[127],"capsule":[128,144],"further":[131],"model":[132],"mapping":[134],"between":[135],"roles,":[138],"is":[140,146],"first":[142],"time":[143],"used":[147],"discovery.":[150],"For":[151],"varying":[153],"dependence":[156],"within":[157],"utilize":[161],"Gated":[163],"Recurrent":[164],"Unit":[165],"compute":[167],"historical":[168,172],"information":[169,173],"use":[171],"influence":[175],"generation":[177],"at":[180],"next":[182],"snapshot.":[183],"Comprehensive":[184],"experiments":[185],"both":[187],"synthetic":[188],"real-world":[190],"validate":[192],"superiority":[194],"proposed":[197],"RDNE.":[198]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
