{"id":"https://openalex.org/W7135089478","doi":"https://doi.org/10.1016/j.cosrev.2026.100953","title":"A comprehensive review of time series classification: Traditional, deep learning, and few-shot learning Methods","display_name":"A comprehensive review of time series classification: Traditional, deep learning, and few-shot learning Methods","publication_year":2026,"publication_date":"2026-03-12","ids":{"openalex":"https://openalex.org/W7135089478","doi":"https://doi.org/10.1016/j.cosrev.2026.100953"},"language":"en","primary_location":{"id":"doi:10.1016/j.cosrev.2026.100953","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.cosrev.2026.100953","pdf_url":null,"source":{"id":"https://openalex.org/S73121659","display_name":"Computer Science Review","issn_l":"1574-0137","issn":["1574-0137","1876-7745"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Science Review","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/A5128880980","display_name":"Peng Wang","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Peng Wang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128842469","display_name":"Xuan Wu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xuan Wu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100784138","display_name":"Yafei Song","orcid":"https://orcid.org/0000-0003-0962-0671"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yafei Song","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128801505","display_name":"Deyang Tian","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Deyang Tian","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":null,"display_name":"Xiaodan Wang","orcid":"https://orcid.org/0000-0003-2785-9539"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiaodan Wang","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0003-2785-9539","affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5128880980"],"corresponding_institution_ids":[],"apc_list":{"value":3300,"currency":"USD","value_usd":3300},"apc_paid":null,"fwci":36.0828,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.99369145,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"61","issue":null,"first_page":"100953","last_page":"100953"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.8364999890327454,"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":0.8364999890327454,"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":0.0215000007301569,"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"}},{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","score":0.010599999688565731,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.5450000166893005},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.4180000126361847},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.41350001096725464}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8532999753952026},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.5450000166893005},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5052000284194946},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.4180000126361847},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.41350001096725464},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35249999165534973},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3368000090122223},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.31700000166893005},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.2851000130176544},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.26159998774528503}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.cosrev.2026.100953","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.cosrev.2026.100953","pdf_url":null,"source":{"id":"https://openalex.org/S73121659","display_name":"Computer Science Review","issn_l":"1574-0137","issn":["1574-0137","1876-7745"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Science Review","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.5522703528404236,"display_name":"Quality Education"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":182,"referenced_works":["https://openalex.org/W2009082127","https://openalex.org/W2598525681","https://openalex.org/W2601260651","https://openalex.org/W2754051771","https://openalex.org/W2892035503","https://openalex.org/W2943118732","https://openalex.org/W2952352769","https://openalex.org/W2954112873","https://openalex.org/W2964049638","https://openalex.org/W2969929892","https://openalex.org/W2972810968","https://openalex.org/W2982438846","https://openalex.org/W2994928929","https://openalex.org/W3006387314","https://openalex.org/W3008869798","https://openalex.org/W3022375718","https://openalex.org/W3028571058","https://openalex.org/W3038427506","https://openalex.org/W3089776735","https://openalex.org/W3092267918","https://openalex.org/W3100594686","https://openalex.org/W3106038021","https://openalex.org/W3108866688","https://openalex.org/W3109653641","https://openalex.org/W3112184691","https://openalex.org/W3112249464","https://openalex.org/W3114077264","https://openalex.org/W3115948762","https://openalex.org/W3119470331","https://openalex.org/W3126478920","https://openalex.org/W3137171669","https://openalex.org/W3140214783","https://openalex.org/W3146687796","https://openalex.org/W3152753009","https://openalex.org/W3157786233","https://openalex.org/W3161479876","https://openalex.org/W3162416947","https://openalex.org/W3162900173","https://openalex.org/W3167938468","https://openalex.org/W3193235603","https://openalex.org/W3196764719","https://openalex.org/W3202364339","https://openalex.org/W3211685201","https://openalex.org/W3212650494","https://openalex.org/W3216401703","https://openalex.org/W4206476126","https://openalex.org/W4206994619","https://openalex.org/W4210990344","https://openalex.org/W4221016718","https://openalex.org/W4226043485","https://openalex.org/W4226136506","https://openalex.org/W4283517970","https://openalex.org/W4285107743","https://openalex.org/W4285240208","https://openalex.org/W4286382585","https://openalex.org/W4289516072","https://openalex.org/W4291280485","https://openalex.org/W4293370656","https://openalex.org/W4293431400","https://openalex.org/W4293794540","https://openalex.org/W4294690883","https://openalex.org/W4296437236","https://openalex.org/W4297268581","https://openalex.org/W4300167448","https://openalex.org/W4304197317","https://openalex.org/W4306964096","https://openalex.org/W4307041251","https://openalex.org/W4307572272","https://openalex.org/W4309944292","https://openalex.org/W4312969792","https://openalex.org/W4316035303","https://openalex.org/W4317569241","https://openalex.org/W4318054833","https://openalex.org/W4319066560","https://openalex.org/W4319594598","https://openalex.org/W4319998087","https://openalex.org/W4320726663","https://openalex.org/W4321377649","https://openalex.org/W4321483852","https://openalex.org/W4321793448","https://openalex.org/W4323338784","https://openalex.org/W4323820256","https://openalex.org/W4362717289","https://openalex.org/W4364322563","https://openalex.org/W4365509481","https://openalex.org/W4366995978","https://openalex.org/W4367163819","https://openalex.org/W4367394164","https://openalex.org/W4379046638","https://openalex.org/W4379659755","https://openalex.org/W4379662070","https://openalex.org/W4381033800","https://openalex.org/W4381327766","https://openalex.org/W4381666155","https://openalex.org/W4382202978","https://openalex.org/W4385423675","https://openalex.org/W4386212336","https://openalex.org/W4386322011","https://openalex.org/W4386906306","https://openalex.org/W4387687418","https://openalex.org/W4387789485","https://openalex.org/W4388215461","https://openalex.org/W4388469868","https://openalex.org/W4388505134","https://openalex.org/W4388550106","https://openalex.org/W4388840284","https://openalex.org/W4389002378","https://openalex.org/W4389142152","https://openalex.org/W4389262654","https://openalex.org/W4389787562","https://openalex.org/W4390357505","https://openalex.org/W4390603704","https://openalex.org/W4390821151","https://openalex.org/W4390969131","https://openalex.org/W4391305629","https://openalex.org/W4391520039","https://openalex.org/W4391669380","https://openalex.org/W4391731090","https://openalex.org/W4391759536","https://openalex.org/W4392151673","https://openalex.org/W4392157447","https://openalex.org/W4392199044","https://openalex.org/W4392246839","https://openalex.org/W4392405587","https://openalex.org/W4392702637","https://openalex.org/W4393029600","https://openalex.org/W4393115925","https://openalex.org/W4393160039","https://openalex.org/W4393160126","https://openalex.org/W4394566290","https://openalex.org/W4394699135","https://openalex.org/W4396615939","https://openalex.org/W4396792706","https://openalex.org/W4396911963","https://openalex.org/W4397026306","https://openalex.org/W4399205915","https://openalex.org/W4399423533","https://openalex.org/W4400721797","https://openalex.org/W4401507547","https://openalex.org/W4401567681","https://openalex.org/W4402319481","https://openalex.org/W4402334361","https://openalex.org/W4402474233","https://openalex.org/W4402486426","https://openalex.org/W4402829053","https://openalex.org/W4403183073","https://openalex.org/W4403574368","https://openalex.org/W4403596384","https://openalex.org/W4404101349","https://openalex.org/W4404207532","https://openalex.org/W4405143047","https://openalex.org/W4405739351","https://openalex.org/W4406134352","https://openalex.org/W4406172039","https://openalex.org/W4406296204","https://openalex.org/W4406302399","https://openalex.org/W4406388474","https://openalex.org/W4406538956","https://openalex.org/W4406858189","https://openalex.org/W4407242609","https://openalex.org/W4407354566","https://openalex.org/W4407425339","https://openalex.org/W4407574880","https://openalex.org/W4407592494","https://openalex.org/W4407690929","https://openalex.org/W4407903024","https://openalex.org/W4407953590","https://openalex.org/W4407957116","https://openalex.org/W4408091617","https://openalex.org/W4408157114","https://openalex.org/W4408317688","https://openalex.org/W4408469607","https://openalex.org/W4408667555","https://openalex.org/W4408716525","https://openalex.org/W4408730199","https://openalex.org/W4408791526","https://openalex.org/W4408863377","https://openalex.org/W4409605233","https://openalex.org/W4409760249","https://openalex.org/W4409831055","https://openalex.org/W4411134399","https://openalex.org/W4411466336"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-05-03T08:25:01.440150","created_date":"2026-03-13T00:00:00"}