{"id":"https://openalex.org/W7161012996","doi":"https://doi.org/10.1007/s10489-026-07234-w","title":"DRSFormer: A transformer with ring-star topology for multivariate time series forecasting","display_name":"DRSFormer: A transformer with ring-star topology for multivariate time series forecasting","publication_year":2026,"publication_date":"2026-05-01","ids":{"openalex":"https://openalex.org/W7161012996","doi":"https://doi.org/10.1007/s10489-026-07234-w"},"language":"en","primary_location":{"id":"doi:10.1007/s10489-026-07234-w","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10489-026-07234-w","pdf_url":null,"source":{"id":"https://openalex.org/S74726891","display_name":"Applied Intelligence","issn_l":"0924-669X","issn":["0924-669X","1573-7497"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Intelligence","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/A5136051866","display_name":"Xing Wu","orcid":"https://orcid.org/0000-0001-5331-022X"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]},{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xing Wu","raw_affiliation_strings":["Key Laboratory of Silicate Cultural Relics Conservation, Ministry of Education, Shanghai University, Shanghai, 200444, China","Materials Genome Institute, Shanghai University, Shanghai, 200444, China","School of Computer Engineering and Science, Shanghai University, Shanghai, 200444, China","Shanghai Institute for Advanced Communication and Data Science, Shanghai University, Shanghai, 200444, China"],"raw_orcid":"https://orcid.org/0000-0001-5331-022X","affiliations":[{"raw_affiliation_string":"Key Laboratory of Silicate Cultural Relics Conservation, Ministry of Education, Shanghai University, Shanghai, 200444, China","institution_ids":["https://openalex.org/I113940042"]},{"raw_affiliation_string":"Materials Genome Institute, Shanghai University, Shanghai, 200444, China","institution_ids":["https://openalex.org/I113940042"]},{"raw_affiliation_string":"School of Computer Engineering and Science, Shanghai University, Shanghai, 200444, China","institution_ids":["https://openalex.org/I141962983"]},{"raw_affiliation_string":"Shanghai Institute for Advanced Communication and Data Science, Shanghai University, Shanghai, 200444, China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136074067","display_name":"Ying Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Zhou","raw_affiliation_strings":["School of Computer Engineering and Science, Shanghai University, Shanghai, 200444, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Engineering and Science, Shanghai University, Shanghai, 200444, China","institution_ids":["https://openalex.org/I141962983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090827285","display_name":"Xinyi Duan","orcid":"https://orcid.org/0000-0002-1024-9534"},"institutions":[{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinyi Duan","raw_affiliation_strings":["School of Computer Engineering and Science, Shanghai University, Shanghai, 200444, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Engineering and Science, Shanghai University, Shanghai, 200444, China","institution_ids":["https://openalex.org/I141962983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136042685","display_name":"Quan Qian","orcid":null},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]},{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Quan Qian","raw_affiliation_strings":["Key Laboratory of Silicate Cultural Relics Conservation, Ministry of Education, Shanghai University, Shanghai, 200444, China","Materials Genome Institute, Shanghai University, Shanghai, 200444, China","School of Computer Engineering and Science, Shanghai University, Shanghai, 200444, China","Shanghai Institute for Advanced Communication and Data Science, Shanghai University, Shanghai, 200444, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Silicate Cultural Relics Conservation, Ministry of Education, Shanghai University, Shanghai, 200444, China","institution_ids":["https://openalex.org/I113940042"]},{"raw_affiliation_string":"Materials Genome Institute, Shanghai University, Shanghai, 200444, China","institution_ids":["https://openalex.org/I113940042"]},{"raw_affiliation_string":"School of Computer Engineering and Science, Shanghai University, Shanghai, 200444, China","institution_ids":["https://openalex.org/I141962983"]},{"raw_affiliation_string":"Shanghai Institute for Advanced Communication and Data Science, Shanghai University, Shanghai, 200444, China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136037612","display_name":"Jun Song","orcid":null},"institutions":[{"id":"https://openalex.org/I141568987","display_name":"Hong Kong Baptist University","ror":"https://ror.org/0145fw131","country_code":"HK","type":"education","lineage":["https://openalex.org/I141568987"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Jun Song","raw_affiliation_strings":["Department of Geography, Hong Kong Baptist University, Hong Kong, 999077, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Geography, Hong Kong Baptist University, Hong Kong, 999077, China","institution_ids":["https://openalex.org/I141568987"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067723026","display_name":"Jianbiao Dai","orcid":"https://orcid.org/0009-0008-1439-7906"},"institutions":[{"id":"https://openalex.org/I4210108537","display_name":"University of Saint Joseph","ror":"https://ror.org/01m6ap410","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210108537"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianbiao Dai","raw_affiliation_strings":["Institute for Data Engineering and Science, University of Saint Joseph, Macao Special Administrative Region, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Data Engineering and Science, University of Saint Joseph, Macao Special Administrative Region, China","institution_ids":["https://openalex.org/I4210108537"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5136051866"],"corresponding_institution_ids":["https://openalex.org/I113940042","https://openalex.org/I141962983"],"apc_list":{"value":2990,"currency":"USD","value_usd":2990},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.55306623,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"56","issue":"7","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.4699000120162964,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.4699000120162964,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.3391999900341034,"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/T11326","display_name":"Stock Market Forecasting Methods","score":0.039400000125169754,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.5443999767303467},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.5156999826431274},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.4959999918937683},{"id":"https://openalex.org/keywords/grid","display_name":"Grid","score":0.45579999685287476},{"id":"https://openalex.org/keywords/topology","display_name":"Topology (electrical circuits)","score":0.38339999318122864},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.38089999556541443},{"id":"https://openalex.org/keywords/network-topology","display_name":"Network topology","score":0.3659999966621399}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8507999777793884},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5443999767303467},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.5156999826431274},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.4959999918937683},{"id":"https://openalex.org/C187691185","wikidata":"https://www.wikidata.org/wiki/Q2020720","display_name":"Grid","level":2,"score":0.45579999685287476},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.39160001277923584},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.38339999318122864},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.38089999556541443},{"id":"https://openalex.org/C199845137","wikidata":"https://www.wikidata.org/wiki/Q145490","display_name":"Network topology","level":2,"score":0.3659999966621399},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32440000772476196},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.310699999332428},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.30550000071525574},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.28349998593330383},{"id":"https://openalex.org/C77277458","wikidata":"https://www.wikidata.org/wiki/Q1969246","display_name":"Temporal database","level":2,"score":0.2816999852657318},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.2802000045776367},{"id":"https://openalex.org/C77405623","wikidata":"https://www.wikidata.org/wiki/Q598451","display_name":"System dynamics","level":2,"score":0.25699999928474426},{"id":"https://openalex.org/C155846161","wikidata":"https://www.wikidata.org/wiki/Q1143367","display_name":"Graphical model","level":2,"score":0.2529999911785126},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.251800000667572},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.25110000371932983}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10489-026-07234-w","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10489-026-07234-w","pdf_url":null,"source":{"id":"https://openalex.org/S74726891","display_name":"Applied Intelligence","issn_l":"0924-669X","issn":["0924-669X","1573-7497"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.8848929405212402}],"awards":[{"id":"https://openalex.org/G1117310647","display_name":null,"funder_award_id":"SCRC2023ZZ02ZD","funder_id":"https://openalex.org/F4320330191","funder_display_name":"State Key Laboratory of Silicate Materials for Architectures"},{"id":"https://openalex.org/G2371714761","display_name":null,"funder_award_id":"2024 ZD0608000","funder_id":"https://openalex.org/F4320335960","funder_display_name":"National Major Science and Technology Projects of China"}],"funders":[{"id":"https://openalex.org/F4320330191","display_name":"State Key Laboratory of Silicate Materials for Architectures","ror":null},{"id":"https://openalex.org/F4320335960","display_name":"National Major Science and Technology Projects of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W2604847698","https://openalex.org/W2794778778","https://openalex.org/W2907492528","https://openalex.org/W3003709258","https://openalex.org/W3035574064","https://openalex.org/W3117732874","https://openalex.org/W3171884590","https://openalex.org/W3177318507","https://openalex.org/W3179429918","https://openalex.org/W3212890323","https://openalex.org/W4303438998","https://openalex.org/W4310416691","https://openalex.org/W4362555231","https://openalex.org/W4380047853","https://openalex.org/W4381245607","https://openalex.org/W4382203079","https://openalex.org/W4388557279","https://openalex.org/W4389792306","https://openalex.org/W4390586162","https://openalex.org/W4392864630","https://openalex.org/W4396513732","https://openalex.org/W4396518138","https://openalex.org/W4401892472","https://openalex.org/W4405140657","https://openalex.org/W4409178982","https://openalex.org/W4409864722","https://openalex.org/W4414359566","https://openalex.org/W4414490839","https://openalex.org/W4415797384","https://openalex.org/W4417423985","https://openalex.org/W7133218509"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2026-05-14T00:00:00"}
