{"id":"https://openalex.org/W7160663336","doi":"https://doi.org/10.1007/978-981-95-7084-3_44","title":"SpecMixer: A Frequency-Aware Framework for\u00a0Mitigating Spectral Confusion in\u00a0Multivariate Time Series Forecasting","display_name":"SpecMixer: A Frequency-Aware Framework for\u00a0Mitigating Spectral Confusion in\u00a0Multivariate Time Series Forecasting","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7160663336","doi":"https://doi.org/10.1007/978-981-95-7084-3_44"},"language":"en","primary_location":{"id":"doi:10.1007/978-981-95-7084-3_44","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-95-7084-3_44","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"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/A5056310969","display_name":"Zihao Zhang","orcid":"https://orcid.org/0009-0007-9868-8972"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zihao Zhang","raw_affiliation_strings":["School of Computer Science and Technology, Xinjiang University, Urumqi, 830046, China","Xinjiang Key Laboratory of Signal Detection and Processing, Xinjiang University, Urumqi, 830046, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Xinjiang University, Urumqi, 830046, China","institution_ids":["https://openalex.org/I96908189"]},{"raw_affiliation_string":"Xinjiang Key Laboratory of Signal Detection and Processing, Xinjiang University, Urumqi, 830046, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086121472","display_name":"Jiwei Qin","orcid":"https://orcid.org/0000-0001-7023-2630"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiwei Qin","raw_affiliation_strings":["School of Computer Science and Technology, Xinjiang University, Urumqi, 830046, China","Xinjiang Key Laboratory of Signal Detection and Processing, Xinjiang University, Urumqi, 830046, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Xinjiang University, Urumqi, 830046, China","institution_ids":["https://openalex.org/I96908189"]},{"raw_affiliation_string":"Xinjiang Key Laboratory of Signal Detection and Processing, Xinjiang University, Urumqi, 830046, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135681802","display_name":"Dezhi Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dezhi Sun","raw_affiliation_strings":["School of Computer Science and Technology, Xinjiang University, Urumqi, 830046, China","Xinjiang Key Laboratory of Signal Detection and Processing, Xinjiang University, Urumqi, 830046, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Xinjiang University, Urumqi, 830046, China","institution_ids":["https://openalex.org/I96908189"]},{"raw_affiliation_string":"Xinjiang Key Laboratory of Signal Detection and Processing, Xinjiang University, Urumqi, 830046, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101320345","display_name":"Jiao Yan","orcid":null},"institutions":[{"id":"https://openalex.org/I4210109940","display_name":"Goldwind (China)","ror":"https://ror.org/01qe4kz15","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210109940"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Jiao","raw_affiliation_strings":["Goldwind Science and Technology Co., Ltd., Urumqi, Xinjiang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Goldwind Science and Technology Co., Ltd., Urumqi, Xinjiang, China","institution_ids":["https://openalex.org/I4210109940"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5135727983","display_name":"Lulu Li","orcid":null},"institutions":[{"id":"https://openalex.org/I4210109940","display_name":"Goldwind (China)","ror":"https://ror.org/01qe4kz15","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210109940"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lulu Li","raw_affiliation_strings":["Goldwind Science and Technology Co., Ltd., Urumqi, Xinjiang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Goldwind Science and Technology Co., Ltd., Urumqi, Xinjiang, China","institution_ids":["https://openalex.org/I4210109940"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5086121472"],"corresponding_institution_ids":["https://openalex.org/I96908189"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"639","last_page":"654"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.38280001282691956,"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":0.38280001282691956,"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.16019999980926514,"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/T11326","display_name":"Stock Market Forecasting Methods","score":0.11029999703168869,"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/dependency","display_name":"Dependency (UML)","score":0.5819000005722046},{"id":"https://openalex.org/keywords/confusion","display_name":"Confusion","score":0.5582000017166138},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.555400013923645},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.544700026512146},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.5205000042915344},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.45500001311302185},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.44350001215934753},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.40049999952316284}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8046000003814697},{"id":"https://openalex.org/C19768560","wikidata":"https://www.wikidata.org/wiki/Q320727","display_name":"Dependency (UML)","level":2,"score":0.5819000005722046},{"id":"https://openalex.org/C2781140086","wikidata":"https://www.wikidata.org/wiki/Q557945","display_name":"Confusion","level":2,"score":0.5582000017166138},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.555400013923645},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.544700026512146},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.5205000042915344},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4609000086784363},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.45500001311302185},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.44350001215934753},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.436599999666214},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4025000035762787},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.40049999952316284},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.392300009727478},{"id":"https://openalex.org/C119666444","wikidata":"https://www.wikidata.org/wiki/Q5977280","display_name":"Temporal resolution","level":2,"score":0.33629998564720154},{"id":"https://openalex.org/C2983668108","wikidata":"https://www.wikidata.org/wiki/Q280453","display_name":"Spectral analysis","level":3,"score":0.33070001006126404},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.29100000858306885},{"id":"https://openalex.org/C138268822","wikidata":"https://www.wikidata.org/wiki/Q1051925","display_name":"Resolution (logic)","level":2,"score":0.263700008392334},{"id":"https://openalex.org/C2780719617","wikidata":"https://www.wikidata.org/wiki/Q1030752","display_name":"Salient","level":2,"score":0.2596000134944916},{"id":"https://openalex.org/C2779010991","wikidata":"https://www.wikidata.org/wiki/Q2720909","display_name":"Artifact (error)","level":2,"score":0.25589999556541443},{"id":"https://openalex.org/C77405623","wikidata":"https://www.wikidata.org/wiki/Q598451","display_name":"System dynamics","level":2,"score":0.25369998812675476},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2508000135421753}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-981-95-7084-3_44","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-95-7084-3_44","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2090457102","https://openalex.org/W2313404644","https://openalex.org/W3207999419","https://openalex.org/W4280502440","https://openalex.org/W4280531713","https://openalex.org/W4292963524","https://openalex.org/W4312685826","https://openalex.org/W4366771226","https://openalex.org/W4382203079","https://openalex.org/W4383218913","https://openalex.org/W4392902965","https://openalex.org/W4399695543","https://openalex.org/W4406253539","https://openalex.org/W4409513394","https://openalex.org/W4415799078","https://openalex.org/W7133218509","https://openalex.org/W7133233229"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2026-05-09T00:00:00"}
