{"id":"https://openalex.org/W4409134059","doi":"https://doi.org/10.1109/tkde.2025.3557864","title":"S-MGHSTN: Towards An Effective Streaming Traffic Accident Risk Prediction Framework","display_name":"S-MGHSTN: Towards An Effective Streaming Traffic Accident Risk Prediction Framework","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4409134059","doi":"https://doi.org/10.1109/tkde.2025.3557864"},"language":"en","primary_location":{"id":"doi:10.1109/tkde.2025.3557864","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2025.3557864","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":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5104278890","display_name":"Minxiao Chen","orcid":"https://orcid.org/0009-0004-0476-6174"},"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":true,"raw_author_name":"Minxiao Chen","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017436136","display_name":"Haitao Yuan","orcid":"https://orcid.org/0009-0002-0893-2040"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Haitao Yuan","raw_affiliation_strings":["School of Computer Science and Engineering, Nanyang Technological University, Singapore"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101139803","display_name":"Nan Jiang","orcid":"https://orcid.org/0009-0001-3933-1662"},"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":"Nan Jiang","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111357593","display_name":"Zhihan Zheng","orcid":"https://orcid.org/0009-0004-8896-4222"},"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":"Zhihan Zheng","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080660416","display_name":"Zhifeng Bao","orcid":"https://orcid.org/0000-0003-2477-381X"},"institutions":[{"id":"https://openalex.org/I82951845","display_name":"RMIT University","ror":"https://ror.org/04ttjf776","country_code":"AU","type":"education","lineage":["https://openalex.org/I82951845"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Zhifeng Bao","raw_affiliation_strings":["School of Computing Technologies, RMIT University, Melbourne, VIC, Australia"],"affiliations":[{"raw_affiliation_string":"School of Computing Technologies, RMIT University, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I82951845"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101511861","display_name":"Ao Zhou","orcid":"https://orcid.org/0009-0009-0837-3550"},"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":"Ao Zhou","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005904018","display_name":"Jiaxin Jiang","orcid":null},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Jiaxin Jiang","raw_affiliation_strings":["School of Computing, National University of Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"School of Computing, National University of Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054814598","display_name":"Shangguang Wang","orcid":"https://orcid.org/0000-0001-7245-1298"},"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":"Shangguang Wang","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5104278890"],"corresponding_institution_ids":["https://openalex.org/I139759216"],"apc_list":null,"apc_paid":null,"fwci":1.008,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.7350896,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9962999820709229,"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":0.9962999820709229,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9767000079154968,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9503999948501587,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.7216926217079163},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.39881590008735657}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7216926217079163},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.39881590008735657}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tkde.2025.3557864","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2025.3557864","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"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6000000238418579,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W2070232376","https://openalex.org/W2099560956","https://openalex.org/W2122538988","https://openalex.org/W2146950091","https://openalex.org/W2302255633","https://openalex.org/W2500414637","https://openalex.org/W2560647685","https://openalex.org/W2762079755","https://openalex.org/W2808862972","https://openalex.org/W2893346805","https://openalex.org/W2900922550","https://openalex.org/W2963588172","https://openalex.org/W2997643818","https://openalex.org/W2997967197","https://openalex.org/W3023625663","https://openalex.org/W3046803548","https://openalex.org/W3087775916","https://openalex.org/W3125675327","https://openalex.org/W3173213819","https://openalex.org/W3177402291","https://openalex.org/W3193056147","https://openalex.org/W4206507141","https://openalex.org/W4221150807","https://openalex.org/W4285184111","https://openalex.org/W4308068844","https://openalex.org/W4312713717","https://openalex.org/W4319586415","https://openalex.org/W4320004384","https://openalex.org/W4378697533","https://openalex.org/W4382449675","https://openalex.org/W4385245566","https://openalex.org/W4400909715","https://openalex.org/W4400910490","https://openalex.org/W4401201938","https://openalex.org/W4401863538","https://openalex.org/W4402999453","https://openalex.org/W4407355966","https://openalex.org/W6640212811","https://openalex.org/W6756754374","https://openalex.org/W6768044712","https://openalex.org/W6780226713","https://openalex.org/W6851411924","https://openalex.org/W6855754815","https://openalex.org/W6877778918"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Traffic":[0],"accidents":[1],"pose":[2],"a":[3,26,88,155,171],"significant":[4],"risk":[5,120],"to":[6,33,81,123,127,132,149,176],"human":[7],"health":[8],"and":[9,50,62,68,110,134,138,143],"property":[10],"safety.":[11],"To":[12],"address":[13,70],"this":[14,84],"issue,":[15],"predicting":[16],"their":[17,162],"risks":[18],"has":[19],"garnered":[20],"growing":[21],"interest.":[22],"We":[23,116],"argue":[24],"that":[25,160],"desired":[27],"prediction":[28,121],"solution":[29],"should":[30,42],"demonstrate":[31],"resilience":[32],"the":[34,45,66,71,104,111,188,194],"complexity":[35],"of":[36,48,106,113,190],"traffic":[37],"accidents.":[38],"In":[39,83],"particular,":[40],"it":[41],"adequately":[43],"consider":[44],"streaming":[46,90,178],"nature":[47],"data":[49,179],"key":[51],"related":[52],"aspects,":[53],"such":[54],"as":[55],"regional":[56,114],"background,":[57],"accurately":[58],"capture":[59,133],"both":[60],"proximity":[61,137],"similarity":[63],"while":[64],"bridging":[65],"disparities,":[67],"effectively":[69],"sparsity.":[72,130],"However,":[73],"these":[74],"factors":[75],"are":[76],"often":[77],"overlooked":[78],"or":[79],"difficult":[80],"incorporate.":[82],"paper,":[85],"we":[86,96],"propose":[87],"novel":[89],"multi-granularity":[91,108],"hierarchical":[92,107],"spatio-temporal":[93],"network.":[94],"Initially,":[95],"innovate":[97],"by":[98,154],"incorporating":[99],"remote":[100],"sensing":[101],"data,":[102],"facilitating":[103],"creation":[105],"structure":[109],"comprehension":[112],"background.":[115],"construct":[117],"multiple":[118],"high-level":[119],"tasks":[122],"enhance":[124],"model's":[125],"ability":[126],"cope":[128],"with":[129,170],"Subsequently,":[131],"bridge":[135],"spatial":[136],"semantic":[139],"similarity,":[140],"region":[141],"features":[142],"multi-view":[144],"graph":[145],"undergo":[146],"encoding":[147],"processes":[148],"distill":[150],"effective":[151],"representations,":[152],"followed":[153],"graph-enhanced":[156],"representation":[157],"alignment":[158],"module":[159],"reconciles":[161],"disparities.":[163],"At":[164],"last,":[165],"an":[166],"alternating":[167],"experience":[168],"replay":[169],"dual-memory":[172],"buffer":[173],"is":[174],"employed":[175],"accommodate":[177],"scenarios.":[180],"Extensive":[181],"experiments":[182],"on":[183],"two":[184],"real":[185],"datasets":[186],"verify":[187],"superiority":[189],"our":[191],"model":[192],"against":[193],"state-of-the-art":[195],"methods.":[196]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}