{"id":"https://openalex.org/W4390727864","doi":"https://doi.org/10.1109/tsmc.2023.3342640","title":"Densely Knowledge-Aware Network for Multivariate Time Series Classification","display_name":"Densely Knowledge-Aware Network for Multivariate Time Series Classification","publication_year":2024,"publication_date":"2024-01-09","ids":{"openalex":"https://openalex.org/W4390727864","doi":"https://doi.org/10.1109/tsmc.2023.3342640"},"language":"en","primary_location":{"id":"doi:10.1109/tsmc.2023.3342640","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmc.2023.3342640","pdf_url":null,"source":{"id":"https://openalex.org/S4210209078","display_name":"IEEE Transactions on Systems Man and Cybernetics Systems","issn_l":"2168-2216","issn":["2168-2216","2168-2232"],"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 Systems, Man, and Cybernetics: Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://nottingham-repository.worktribe.com/output/30106019","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5050203956","display_name":"Zhiwen Xiao","orcid":"https://orcid.org/0000-0001-9651-111X"},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]},{"id":"https://openalex.org/I154341788","display_name":"Tangshan College","ror":"https://ror.org/00rfn0469","country_code":"CN","type":"education","lineage":["https://openalex.org/I154341788"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhiwen Xiao","raw_affiliation_strings":["School of Computing and Artificial Intelligence and Engineering Research Center of Sustainable Urban Intelligent Transportation, Ministry of Education, Southwest Jiaotong University, Chengdu, China","Tangshan Institute, Southwest Jiaotong University, Tangshan, China","Ministry of Education, School of Computing and Artificial Intelligence and the Engineering Research Center of Sustainable Urban Intelligent Transportation, Southwest Jiaotong University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Computing and Artificial Intelligence and Engineering Research Center of Sustainable Urban Intelligent Transportation, Ministry of Education, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]},{"raw_affiliation_string":"Tangshan Institute, Southwest Jiaotong University, Tangshan, China","institution_ids":["https://openalex.org/I154341788","https://openalex.org/I4800084"]},{"raw_affiliation_string":"Ministry of Education, School of Computing and Artificial Intelligence and the Engineering Research Center of Sustainable Urban Intelligent Transportation, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007865788","display_name":"Huanlai Xing","orcid":"https://orcid.org/0000-0002-6345-7265"},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]},{"id":"https://openalex.org/I154341788","display_name":"Tangshan College","ror":"https://ror.org/00rfn0469","country_code":"CN","type":"education","lineage":["https://openalex.org/I154341788"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huanlai Xing","raw_affiliation_strings":["School of Computing and Artificial Intelligence and Engineering Research Center of Sustainable Urban Intelligent Transportation, Ministry of Education, Southwest Jiaotong University, Chengdu, China","Ministry of Education, School of Computing and Artificial Intelligence and the Engineering Research Center of Sustainable Urban Intelligent Transportation, Southwest Jiaotong University, Chengdu, China","Tangshan Institute, Southwest Jiaotong University, Tangshan, China"],"affiliations":[{"raw_affiliation_string":"School of Computing and Artificial Intelligence and Engineering Research Center of Sustainable Urban Intelligent Transportation, Ministry of Education, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]},{"raw_affiliation_string":"Ministry of Education, School of Computing and Artificial Intelligence and the Engineering Research Center of Sustainable Urban Intelligent Transportation, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]},{"raw_affiliation_string":"Tangshan Institute, Southwest Jiaotong University, Tangshan, China","institution_ids":["https://openalex.org/I154341788","https://openalex.org/I4800084"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063920690","display_name":"Rong Qu","orcid":"https://orcid.org/0000-0001-8318-7509"},"institutions":[{"id":"https://openalex.org/I142263535","display_name":"University of Nottingham","ror":"https://ror.org/01ee9ar58","country_code":"GB","type":"education","lineage":["https://openalex.org/I142263535"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Rong Qu","raw_affiliation_strings":["School of Computer Science, University of Nottingham, Nottingham, U.K"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Nottingham, Nottingham, U.K","institution_ids":["https://openalex.org/I142263535"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101353023","display_name":"Li Feng","orcid":null},"institutions":[{"id":"https://openalex.org/I154341788","display_name":"Tangshan College","ror":"https://ror.org/00rfn0469","country_code":"CN","type":"education","lineage":["https://openalex.org/I154341788"]},{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Feng","raw_affiliation_strings":["School of Computing and Artificial Intelligence and Engineering Research Center of Sustainable Urban Intelligent Transportation, Ministry of Education, Southwest Jiaotong University, Chengdu, China","Ministry of Education, School of Computing and Artificial Intelligence and the Engineering Research Center of Sustainable Urban Intelligent Transportation, Southwest Jiaotong University, Chengdu, China","Tangshan Institute, Southwest Jiaotong University, Tangshan, China"],"affiliations":[{"raw_affiliation_string":"School of Computing and Artificial Intelligence and Engineering Research Center of Sustainable Urban Intelligent Transportation, Ministry of Education, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]},{"raw_affiliation_string":"Ministry of Education, School of Computing and Artificial Intelligence and the Engineering Research Center of Sustainable Urban Intelligent Transportation, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]},{"raw_affiliation_string":"Tangshan Institute, Southwest Jiaotong University, Tangshan, China","institution_ids":["https://openalex.org/I154341788","https://openalex.org/I4800084"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075454046","display_name":"Shouxi Luo","orcid":"https://orcid.org/0000-0002-4041-3681"},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]},{"id":"https://openalex.org/I154341788","display_name":"Tangshan College","ror":"https://ror.org/00rfn0469","country_code":"CN","type":"education","lineage":["https://openalex.org/I154341788"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shouxi Luo","raw_affiliation_strings":["School of Computing and Artificial Intelligence and Engineering Research Center of Sustainable Urban Intelligent Transportation, Ministry of Education, Southwest Jiaotong University, Chengdu, China","Tangshan Institute, Southwest Jiaotong University, Tangshan, China","Ministry of Education, School of Computing and Artificial Intelligence and the Engineering Research Center of Sustainable Urban Intelligent Transportation, Southwest Jiaotong University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Computing and Artificial Intelligence and Engineering Research Center of Sustainable Urban Intelligent Transportation, Ministry of Education, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]},{"raw_affiliation_string":"Tangshan Institute, Southwest Jiaotong University, Tangshan, China","institution_ids":["https://openalex.org/I154341788","https://openalex.org/I4800084"]},{"raw_affiliation_string":"Ministry of Education, School of Computing and Artificial Intelligence and the Engineering Research Center of Sustainable Urban Intelligent Transportation, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006467851","display_name":"Penglin Dai","orcid":"https://orcid.org/0000-0002-3074-4620"},"institutions":[{"id":"https://openalex.org/I154341788","display_name":"Tangshan College","ror":"https://ror.org/00rfn0469","country_code":"CN","type":"education","lineage":["https://openalex.org/I154341788"]},{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Penglin Dai","raw_affiliation_strings":["School of Computing and Artificial Intelligence and Engineering Research Center of Sustainable Urban Intelligent Transportation, Ministry of Education, Southwest Jiaotong University, Chengdu, China","Tangshan Institute, Southwest Jiaotong University, Tangshan, China","Ministry of Education, School of Computing and Artificial Intelligence and the Engineering Research Center of Sustainable Urban Intelligent Transportation, Southwest Jiaotong University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Computing and Artificial Intelligence and Engineering Research Center of Sustainable Urban Intelligent Transportation, Ministry of Education, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]},{"raw_affiliation_string":"Tangshan Institute, Southwest Jiaotong University, Tangshan, China","institution_ids":["https://openalex.org/I154341788","https://openalex.org/I4800084"]},{"raw_affiliation_string":"Ministry of Education, School of Computing and Artificial Intelligence and the Engineering Research Center of Sustainable Urban Intelligent Transportation, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025639696","display_name":"Bowen Zhao","orcid":"https://orcid.org/0000-0003-0752-1047"},"institutions":[{"id":"https://openalex.org/I154341788","display_name":"Tangshan College","ror":"https://ror.org/00rfn0469","country_code":"CN","type":"education","lineage":["https://openalex.org/I154341788"]},{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bowen Zhao","raw_affiliation_strings":["School of Computing and Artificial Intelligence and Engineering Research Center of Sustainable Urban Intelligent Transportation, Ministry of Education, Southwest Jiaotong University, Chengdu, China","Ministry of Education, School of Computing and Artificial Intelligence and the Engineering Research Center of Sustainable Urban Intelligent Transportation, Southwest Jiaotong University, Chengdu, China","Tangshan Institute, Southwest Jiaotong University, Tangshan, China"],"affiliations":[{"raw_affiliation_string":"School of Computing and Artificial Intelligence and Engineering Research Center of Sustainable Urban Intelligent Transportation, Ministry of Education, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]},{"raw_affiliation_string":"Ministry of Education, School of Computing and Artificial Intelligence and the Engineering Research Center of Sustainable Urban Intelligent Transportation, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]},{"raw_affiliation_string":"Tangshan Institute, Southwest Jiaotong University, Tangshan, China","institution_ids":["https://openalex.org/I154341788","https://openalex.org/I4800084"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113616242","display_name":"Yuanshun Dai","orcid":null},"institutions":[{"id":"https://openalex.org/I154341788","display_name":"Tangshan College","ror":"https://ror.org/00rfn0469","country_code":"CN","type":"education","lineage":["https://openalex.org/I154341788"]},{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuanshun Dai","raw_affiliation_strings":["School of Computing and Artificial Intelligence and Engineering Research Center of Sustainable Urban Intelligent Transportation, Ministry of Education, Southwest Jiaotong University, Chengdu, China","Tangshan Institute, Southwest Jiaotong University, Tangshan, China","Ministry of Education, School of Computing and Artificial Intelligence and the Engineering Research Center of Sustainable Urban Intelligent Transportation, Southwest Jiaotong University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Computing and Artificial Intelligence and Engineering Research Center of Sustainable Urban Intelligent Transportation, Ministry of Education, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]},{"raw_affiliation_string":"Tangshan Institute, Southwest Jiaotong University, Tangshan, China","institution_ids":["https://openalex.org/I154341788","https://openalex.org/I4800084"]},{"raw_affiliation_string":"Ministry of Education, School of Computing and Artificial Intelligence and the Engineering Research Center of Sustainable Urban Intelligent Transportation, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5050203956"],"corresponding_institution_ids":["https://openalex.org/I154341788","https://openalex.org/I4800084"],"apc_list":null,"apc_paid":null,"fwci":53.3139,"has_fulltext":false,"cited_by_count":144,"citation_normalized_percentile":{"value":0.99978849,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"54","issue":"4","first_page":"2192","last_page":"2204"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9998999834060669,"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":0.9998999834060669,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9635000228881836,"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/T11270","display_name":"Complex Systems and Time Series Analysis","score":0.9387000203132629,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.7925225496292114},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.6216093301773071},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5730230808258057},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4667646586894989},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.4662451148033142},{"id":"https://openalex.org/keywords/multivariate-analysis","display_name":"Multivariate analysis","score":0.4362150728702545},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4124908745288849},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3851081430912018},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.10151064395904541}],"concepts":[{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.7925225496292114},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.6216093301773071},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5730230808258057},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4667646586894989},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.4662451148033142},{"id":"https://openalex.org/C38180746","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate analysis","level":2,"score":0.4362150728702545},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4124908745288849},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3851081430912018},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.10151064395904541},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tsmc.2023.3342640","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmc.2023.3342640","pdf_url":null,"source":{"id":"https://openalex.org/S4210209078","display_name":"IEEE Transactions on Systems Man and Cybernetics Systems","issn_l":"2168-2216","issn":["2168-2216","2168-2232"],"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 Systems, Man, and Cybernetics: Systems","raw_type":"journal-article"},{"id":"pmh:oai:nottingham-repository.worktribe.com:30106019","is_oa":true,"landing_page_url":"https://nottingham-repository.worktribe.com/output/30106019","pdf_url":null,"source":{"id":"https://openalex.org/S4306402483","display_name":"Repository@Nottingham (University of Nottingham)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I142263535","host_organization_name":"University of Nottingham","host_organization_lineage":["https://openalex.org/I142263535"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"}],"best_oa_location":{"id":"pmh:oai:nottingham-repository.worktribe.com:30106019","is_oa":true,"landing_page_url":"https://nottingham-repository.worktribe.com/output/30106019","pdf_url":null,"source":{"id":"https://openalex.org/S4306402483","display_name":"Repository@Nottingham (University of Nottingham)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I142263535","host_organization_name":"University of Nottingham","host_organization_lineage":["https://openalex.org/I142263535"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1364873968","display_name":null,"funder_award_id":"2023NSFSC0459","funder_id":"https://openalex.org/F4320329861","funder_display_name":"Natural Science Foundation of Sichuan Province"},{"id":"https://openalex.org/G1865495194","display_name":null,"funder_award_id":"F2022105027","funder_id":"https://openalex.org/F4320322163","funder_display_name":"Natural Science Foundation of Hebei Province"},{"id":"https://openalex.org/G3389965120","display_name":null,"funder_award_id":"2022NSFSC0568","funder_id":"https://openalex.org/F4320329861","funder_display_name":"Natural Science Foundation of Sichuan Province"},{"id":"https://openalex.org/G4794562541","display_name":null,"funder_award_id":"2022NSFSC0944","funder_id":"https://openalex.org/F4320329861","funder_display_name":"Natural Science Foundation of Sichuan Province"},{"id":"https://openalex.org/G5031340677","display_name":null,"funder_award_id":"62172342","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5047865717","display_name":null,"funder_award_id":"62202392","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322163","display_name":"Natural Science Foundation of Hebei Province","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320329861","display_name":"Natural Science Foundation of Sichuan Province","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":64,"referenced_works":["https://openalex.org/W789250018","https://openalex.org/W1975257359","https://openalex.org/W2050493487","https://openalex.org/W2163922914","https://openalex.org/W2166547175","https://openalex.org/W2440222035","https://openalex.org/W2551393996","https://openalex.org/W2555077524","https://openalex.org/W2581983145","https://openalex.org/W2621205740","https://openalex.org/W2740436868","https://openalex.org/W2749165076","https://openalex.org/W2771712594","https://openalex.org/W2783323081","https://openalex.org/W2786161686","https://openalex.org/W2892035503","https://openalex.org/W2919115771","https://openalex.org/W2954112873","https://openalex.org/W2972810968","https://openalex.org/W2981441441","https://openalex.org/W2982438846","https://openalex.org/W2987861506","https://openalex.org/W2998010409","https://openalex.org/W3004859010","https://openalex.org/W3004999940","https://openalex.org/W3007384022","https://openalex.org/W3010158807","https://openalex.org/W3034368386","https://openalex.org/W3038427506","https://openalex.org/W3042807565","https://openalex.org/W3049085523","https://openalex.org/W3083891030","https://openalex.org/W3091113335","https://openalex.org/W3112330479","https://openalex.org/W3133588596","https://openalex.org/W3134303614","https://openalex.org/W3137171669","https://openalex.org/W3137609883","https://openalex.org/W3138154797","https://openalex.org/W3139272488","https://openalex.org/W3152753009","https://openalex.org/W3160694286","https://openalex.org/W3162900173","https://openalex.org/W3168324135","https://openalex.org/W3173748501","https://openalex.org/W3176300058","https://openalex.org/W3185613252","https://openalex.org/W3186145246","https://openalex.org/W3190461479","https://openalex.org/W3195438473","https://openalex.org/W3202340726","https://openalex.org/W4210974218","https://openalex.org/W4225576041","https://openalex.org/W4243158475","https://openalex.org/W4285391973","https://openalex.org/W4289360400","https://openalex.org/W4291280485","https://openalex.org/W4292411782","https://openalex.org/W4293477908","https://openalex.org/W4293550306","https://openalex.org/W4366085639","https://openalex.org/W4385245566","https://openalex.org/W4386266197","https://openalex.org/W6755529311"],"related_works":["https://openalex.org/W2406638334","https://openalex.org/W40745829","https://openalex.org/W4318262572","https://openalex.org/W1978357124","https://openalex.org/W1578824628","https://openalex.org/W2032728545","https://openalex.org/W1570805059","https://openalex.org/W4250754046","https://openalex.org/W4243682621","https://openalex.org/W2036849593"],"abstract_inverted_index":{"Multivariate":[0],"time":[1],"series":[2],"classification":[3],"(MTSC)":[4],"based":[5],"on":[6,26,182],"deep":[7],"learning":[8,45],"(DL)":[9],"has":[10,83,97],"attracted":[11],"increasingly":[12],"more":[13],"research":[14],"attention.":[15],"The":[16,63],"performance":[17],"of":[18,29,68,93,106,153],"a":[19,42,56,69,76],"DL-based":[20],"MTSC":[21,180],"algorithm":[22],"is":[23,47],"heavily":[24],"dependent":[25],"the":[27,30,90,103,134,146,157,188],"quality":[28],"learned":[31],"representations":[32],"providing":[33],"semantic":[34,117],"information":[35],"for":[36,49,61,88,101,126],"downstream":[37],"tasks,":[38],"e.g.,":[39],"classification.":[40],"Hence,":[41],"model\u2019s":[43],"representation":[44],"ability":[46],"critical":[48],"enhancing":[50],"its":[51],"performance.":[52],"This":[53],"article":[54,120],"proposes":[55],"densely":[57,122],"knowledge-aware":[58],"network":[59,73,78],"(DKN)":[60],"MTSC.":[62],"DKN\u2019s":[64],"feature":[65],"extractor":[66],"consists":[67],"residual":[70,85],"multihead":[71,86],"convolutional":[72],"(ResMulti)":[74],"and":[75,130,155,186],"transformer-based":[77],"(Trans),":[79],"called":[80],"ResMulti-Trans.":[81],"ResMulti":[82],"five":[84],"blocks":[87,100],"capturing":[89],"local":[91],"patterns":[92,105],"data":[94],"while":[95],"Trans":[96],"three":[98],"transformer":[99],"extracting":[102],"global":[104],"data.":[107,135],"Besides,":[108],"to":[109],"enable":[110],"dense":[111],"mutual":[112],"supervision":[113],"between":[114],"lower-and":[115],"higher-level":[116],"information,":[118],"this":[119],"adapts":[121],"dual":[123],"self-distillation":[124,144],"(DDSD)":[125],"mining":[127],"rich":[128],"regularizations":[129],"relationships":[131],"hidden":[132],"in":[133,151,168],"Experimental":[136],"results":[137,167],"show":[138],"that":[139],"compared":[140,162],"with":[141,163],"5":[142],"state-of-the-art":[143],"variants,":[145],"proposed":[147],"DDSD":[148],"obtains":[149],"13/4/13":[150],"terms":[152],"\u201cwin\u201d/\u201ctie\u201d/\u201close\u201d":[154],"gains":[156],"lowest-AVG_rank":[158,189],"score.":[159,190],"In":[160],"particular,":[161],"pure":[164],"ResMulti-Trans,":[165],"DKN":[166,176],"20/1/9":[169],"regarding":[170],"win/tie/lose.":[171],"Last":[172],"but":[173],"not":[174],"least,":[175],"overweighs":[177],"18":[178],"existing":[179],"algorithms":[181],"10":[183],"UEA2018":[184],"datasets":[185],"achieves":[187]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":56},{"year":2024,"cited_by_count":79}],"updated_date":"2026-03-03T08:47:05.690250","created_date":"2025-10-10T00:00:00"}
