{"id":"https://openalex.org/W4408941234","doi":"https://doi.org/10.1109/jiot.2025.3553163","title":"Multirepresentation Spatial-Temporal Graph Convolutional Networks for Network Traffic Prediction","display_name":"Multirepresentation Spatial-Temporal Graph Convolutional Networks for Network Traffic Prediction","publication_year":2025,"publication_date":"2025-03-29","ids":{"openalex":"https://openalex.org/W4408941234","doi":"https://doi.org/10.1109/jiot.2025.3553163"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2025.3553163","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3553163","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","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/A5033775225","display_name":"Yang Yang","orcid":"https://orcid.org/0000-0001-7848-5421"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Yang","raw_affiliation_strings":["School of Computer Science, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-7848-5421","affiliations":[{"raw_affiliation_string":"School of Computer Science, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079136264","display_name":"Yechen He","orcid":null},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yechen He","raw_affiliation_strings":["School of Computer Science, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0002-4437-3290","affiliations":[{"raw_affiliation_string":"School of Computer Science, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017181674","display_name":"Binnan Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Binnan Zhao","raw_affiliation_strings":["School of Computer Science, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0008-2643-1518","affiliations":[{"raw_affiliation_string":"School of Computer Science, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046333931","display_name":"Celimuge Wu","orcid":"https://orcid.org/0000-0001-6853-5878"},"institutions":[{"id":"https://openalex.org/I20529979","display_name":"University of Electro-Communications","ror":"https://ror.org/02x73b849","country_code":"JP","type":"education","lineage":["https://openalex.org/I20529979"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Celimuge Wu","raw_affiliation_strings":["Department of Computer and Network Engineering, The University of Electro-Communications, Tokyo, Japan","Department of Computer and Network Engineering, University of Electro-Communications, Tokyo, Japan"],"raw_orcid":"https://orcid.org/0000-0001-6853-5878","affiliations":[{"raw_affiliation_string":"Department of Computer and Network Engineering, The University of Electro-Communications, Tokyo, Japan","institution_ids":["https://openalex.org/I20529979"]},{"raw_affiliation_string":"Department of Computer and Network Engineering, University of Electro-Communications, Tokyo, Japan","institution_ids":["https://openalex.org/I20529979"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065842342","display_name":"Zhipeng Gao","orcid":"https://orcid.org/0000-0002-0563-6396"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhipeng Gao","raw_affiliation_strings":["School of Computer Science, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-0563-6396","affiliations":[{"raw_affiliation_string":"School of Computer Science, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061384088","display_name":"Lanlan Rui","orcid":"https://orcid.org/0000-0001-7581-383X"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lanlan Rui","raw_affiliation_strings":["School of Computer Science, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-7581-383X","affiliations":[{"raw_affiliation_string":"School of Computer Science, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.8445,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.82894788,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"12","issue":"13","first_page":"23085","last_page":"23099"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9818000197410583,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9818000197410583,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9740999937057495,"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":0.9718999862670898,"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":0.8306204080581665},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5377308130264282},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.45970970392227173},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.36732614040374756},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3552406430244446},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33126381039619446}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8306204080581665},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5377308130264282},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.45970970392227173},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.36732614040374756},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3552406430244446},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33126381039619446},{"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/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2025.3553163","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3553163","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1926032197","display_name":null,"funder_award_id":"2019YFB2103202","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":41,"referenced_works":["https://openalex.org/W1973943669","https://openalex.org/W2064675550","https://openalex.org/W2125908564","https://openalex.org/W2157331557","https://openalex.org/W2163565319","https://openalex.org/W2166277028","https://openalex.org/W2190432600","https://openalex.org/W2323435167","https://openalex.org/W2756203131","https://openalex.org/W2771644755","https://openalex.org/W2901504064","https://openalex.org/W2903871660","https://openalex.org/W2907492528","https://openalex.org/W2963076818","https://openalex.org/W2963840672","https://openalex.org/W2965341826","https://openalex.org/W3047104333","https://openalex.org/W3080253043","https://openalex.org/W3170140111","https://openalex.org/W3174022889","https://openalex.org/W4205535139","https://openalex.org/W4226298073","https://openalex.org/W4226467560","https://openalex.org/W4239575699","https://openalex.org/W4252337780","https://openalex.org/W4289752563","https://openalex.org/W4293518856","https://openalex.org/W4313598771","https://openalex.org/W4321113904","https://openalex.org/W4321471638","https://openalex.org/W4366779109","https://openalex.org/W4378975792","https://openalex.org/W4379116774","https://openalex.org/W4382133464","https://openalex.org/W6680532697","https://openalex.org/W6749825310","https://openalex.org/W6779961489","https://openalex.org/W6783674833","https://openalex.org/W6840296293","https://openalex.org/W6841058540","https://openalex.org/W6862808467"],"related_works":["https://openalex.org/W2062195135","https://openalex.org/W2795079307","https://openalex.org/W2793058541","https://openalex.org/W1983629434","https://openalex.org/W2055929693","https://openalex.org/W4324271173","https://openalex.org/W2352227742","https://openalex.org/W4390679071","https://openalex.org/W1967645776","https://openalex.org/W3006966347"],"abstract_inverted_index":{"With":[0],"the":[1,5,128],"rapid":[2],"proliferation":[3],"of":[4,7,30,40],"Internet":[6],"Things":[8],"(IoT),":[9],"network":[10,18,88,124],"traffic":[11,97,125],"prediction":[12,146],"has":[13],"become":[14],"crucial":[15],"for":[16,26],"intelligent":[17],"management,":[19],"enabling":[20],"more":[21],"reliable":[22],"and":[23,33,37,47,95,99,105,109,127,142],"flexible":[24],"services":[25],"a":[27,72,84],"vast":[28],"array":[29],"IoT":[31,41],"devices":[32],"applications.":[34],"The":[35],"heterogeneous":[36],"dynamic":[38],"nature":[39],"networks":[42,70],"introduces":[43],"complex":[44,96],"spatial":[45],"relations":[46],"underlying":[48],"periodic":[49,111],"dependencies":[50,112],"in":[51,139],"spatial-temporal":[52,67],"graphs":[53],"that":[54,131],"existing":[55],"methods":[56],"struggle":[57],"to":[58,78,91],"model":[59,92],"effectively.":[60],"In":[61],"this":[62],"article,":[63],"we":[64],"propose":[65],"multirepresentation":[66,85],"graph":[68,86],"convolutional":[69,87],"(MRSTGCNs),":[71],"novel":[73],"unified":[74],"framework":[75],"specifically":[76],"designed":[77],"address":[79],"these":[80],"challenges.":[81],"MRSTGCN":[82,132],"integrates":[83],"(MRGCN)":[89],"module":[90],"node":[93],"heterogeneity":[94],"propagation,":[98],"two":[100,123],"complementary":[101],"embedding":[102],"modules\u2014Historical":[103],"Embedding":[104],"Temporal":[106],"Embedding\u2014to":[107],"capture":[108],"fuse":[110],"across":[113],"different":[114],"fine-grained":[115],"temporal":[116],"cycles.":[117],"Extensive":[118],"experiments":[119],"are":[120],"conducted":[121],"on":[122,144],"datasets,":[126],"results":[129],"demonstrate":[130],"achieves":[133],"state-of-the-art":[134],"performance":[135],"with":[136],"obvious":[137],"improvements":[138],"MAE,":[140],"RMSE":[141],"MAPE":[143],"three":[145],"horizons.":[147]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}