{"id":"https://openalex.org/W4402592507","doi":"https://doi.org/10.1109/tits.2024.3436523","title":"DSFormer-LRTC: Dynamic Spatial Transformer for Traffic Forecasting With Low-Rank Tensor Compression","display_name":"DSFormer-LRTC: Dynamic Spatial Transformer for Traffic Forecasting With Low-Rank Tensor Compression","publication_year":2024,"publication_date":"2024-09-18","ids":{"openalex":"https://openalex.org/W4402592507","doi":"https://doi.org/10.1109/tits.2024.3436523"},"language":"en","primary_location":{"id":"doi:10.1109/tits.2024.3436523","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2024.3436523","pdf_url":null,"source":{"id":"https://openalex.org/S144771191","display_name":"IEEE Transactions on Intelligent Transportation Systems","issn_l":"1524-9050","issn":["1524-9050","1558-0016"],"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 Intelligent Transportation 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/A5102592034","display_name":"Jianli Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianli Zhao","raw_affiliation_strings":["College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0002-7291-9003","affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044330821","display_name":"Futong Zhuo","orcid":null},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Futong Zhuo","raw_affiliation_strings":["College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China"],"raw_orcid":"https://orcid.org/0009-0001-4022-4354","affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Qiuxia Sun","orcid":"https://orcid.org/0000-0001-5891-8648"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiuxia Sun","raw_affiliation_strings":["College of Mathematics and Systems Science, Shandong University of Science and Technology, Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0001-5891-8648","affiliations":[{"raw_affiliation_string":"College of Mathematics and Systems Science, Shandong University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100703199","display_name":"Qing Li","orcid":"https://orcid.org/0000-0002-6361-5008"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qing Li","raw_affiliation_strings":["College of Mathematics and Systems Science, Shandong University of Science and Technology, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mathematics and Systems Science, Shandong University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005877868","display_name":"Yiran Hua","orcid":"https://orcid.org/0009-0000-1343-6178"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiran Hua","raw_affiliation_strings":["College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China"],"raw_orcid":"https://orcid.org/0009-0000-1343-6178","affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"last","author":{"id":null,"display_name":"Jianye Zhao","orcid":"https://orcid.org/0009-0005-8049-0314"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianye Zhao","raw_affiliation_strings":["College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China"],"raw_orcid":"https://orcid.org/0009-0005-8049-0314","affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I80143920"],"apc_list":null,"apc_paid":null,"fwci":2.7685,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.8985767,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"25","issue":"11","first_page":"16323","last_page":"16335"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9890999794006348,"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":0.9890999794006348,"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/T13650","display_name":"Computational Physics and Python Applications","score":0.9772999882698059,"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/T11052","display_name":"Energy Load and Power Forecasting","score":0.9196000099182129,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5009117126464844},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41854697465896606}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5009117126464844},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41854697465896606}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tits.2024.3436523","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2024.3436523","pdf_url":null,"source":{"id":"https://openalex.org/S144771191","display_name":"IEEE Transactions on Intelligent Transportation Systems","issn_l":"1524-9050","issn":["1524-9050","1558-0016"],"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 Intelligent Transportation Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1868799382","display_name":null,"funder_award_id":"ZR2021MF104","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G4077066191","display_name":null,"funder_award_id":"21-1-2-19-xx","funder_id":"https://openalex.org/F4320336350","funder_display_name":"Key Research and Development Projects of Shaanxi Province"},{"id":"https://openalex.org/G8154874561","display_name":"\u590d\u6742\u5c5e\u6027\u7f51\u7edc\u7684\u591a\u89c6\u89d2\u8868\u793a\u5b66\u4e60\u5173\u952e\u6280\u672f\u7814\u7a76","funder_award_id":"62072288","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8598593519","display_name":null,"funder_award_id":"ZR2021MF113","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null},{"id":"https://openalex.org/F4320336350","display_name":"Key Research and Development Projects of Shaanxi Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W1973943669","https://openalex.org/W1993482030","https://openalex.org/W2004353783","https://openalex.org/W2024165284","https://openalex.org/W2036785686","https://openalex.org/W2073640212","https://openalex.org/W2083238230","https://openalex.org/W2157331557","https://openalex.org/W2572939427","https://openalex.org/W2593182953","https://openalex.org/W2756203131","https://openalex.org/W2903871660","https://openalex.org/W2912985636","https://openalex.org/W2962766718","https://openalex.org/W2964015378","https://openalex.org/W2964319113","https://openalex.org/W2965341826","https://openalex.org/W2966234499","https://openalex.org/W2996847713","https://openalex.org/W2997474868","https://openalex.org/W2997848713","https://openalex.org/W3034944009","https://openalex.org/W3087304495","https://openalex.org/W3126367810","https://openalex.org/W3127698310","https://openalex.org/W3193812480","https://openalex.org/W4283817628","https://openalex.org/W4321021801","https://openalex.org/W4321608636","https://openalex.org/W4321609208","https://openalex.org/W4385245566","https://openalex.org/W6717575008","https://openalex.org/W6720006811","https://openalex.org/W6741042017","https://openalex.org/W6746015598","https://openalex.org/W6755207826","https://openalex.org/W6776529314","https://openalex.org/W6780221082","https://openalex.org/W6785665406"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Traffic":[0,94],"flow":[1],"forecasting":[2],"is":[3,118],"challenging":[4],"due":[5],"to":[6,30,40,108,124,153,161],"the":[7,36,53,70,74,84,126,132,135,137,155,163,187,197,202,211],"intricate":[8],"spatio-temporal":[9],"correlations":[10],"in":[11,62,120,158,214],"traffic":[12,63],"patterns.":[13],"Previous":[14],"works":[15],"captured":[16],"spatial":[17,32,45,106,111,122,128,194],"dependencies":[18],"based":[19],"on":[20,174],"graph":[21,27],"neural":[22],"networks":[23],"and":[24,43,113,145,192],"used":[25,119],"fixed":[26],"construction":[28],"methods":[29],"characterize":[31],"relationships,":[33],"which":[34,66],"limits":[35],"ability":[37],"of":[38,55,59,73,134,181,216],"models":[39],"capture":[41,109],"dynamic":[42,191],"long-range":[44],"dependencies.":[46],"Meanwhile,":[47,147],"prior":[48],"studies":[49],"did":[50],"not":[51,67],"consider":[52],"issue":[54],"a":[56,89,104,114,140],"large":[57],"number":[58],"redundant":[60],"parameters":[61,200],"prediction":[64],"models,":[65],"only":[68],"increases":[69],"storage":[71],"cost":[72],"model":[75,138,188,199,213],"but":[76],"also":[77,184],"reduces":[78],"its":[79],"generalization":[80],"ability.":[81],"To":[82,130],"address":[83],"above":[85],"challenges,":[86],"we":[87,102,148],"propose":[88],"Dynamic":[90],"Spatial":[91],"Transformer":[92,107,123,159],"for":[93],"Forecasting":[95],"with":[96],"Low-Rank":[97],"Tensor":[98],"Compression":[99],"(DSFormer-LRTC).":[100],"Specifically,":[101],"constructed":[103],"global":[105],"remote":[110],"dependencies,":[112],"distance-based":[115],"mask":[116],"matrix":[117,157,183],"local":[121],"enhance":[125],"adjacent":[127],"influence.":[129],"reduce":[131,201],"complexity":[133],"model,":[136],"adopts":[139],"design":[141],"that":[142,169,186],"separates":[143],"temporal":[144],"spatial.":[146],"introduce":[149],"low-rank":[150],"tensor":[151],"decomposition":[152],"reconstruct":[154],"parameter":[156,204],"module":[160],"compress":[162],"proposed":[164],"model.":[165],"Experimental":[166],"results":[167],"show":[168],"DSFormer-LRTC":[170],"achieves":[171],"state-of-the-art":[172],"performance":[173],"four":[175],"real-world":[176],"datasets.":[177],"The":[178],"experimental":[179],"analysis":[180],"attention":[182],"proves":[185],"can":[189],"learn":[190],"distant":[193],"features.":[195],"Finally,":[196],"compressed":[198],"original":[203],"size":[205],"by":[206],"two-thirds,":[207],"while":[208],"significantly":[209],"outperforming":[210],"baseline":[212],"terms":[215],"computational":[217],"efficiency.":[218]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":9}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}
