{"id":"https://openalex.org/W4405259593","doi":"https://doi.org/10.1142/s2196888824500234","title":"Enhancing Time-Series Classification with InceptionResNet: Integrating Deep Learning Techniques for Improved Performance","display_name":"Enhancing Time-Series Classification with InceptionResNet: Integrating Deep Learning Techniques for Improved Performance","publication_year":2024,"publication_date":"2024-12-11","ids":{"openalex":"https://openalex.org/W4405259593","doi":"https://doi.org/10.1142/s2196888824500234"},"language":"en","primary_location":{"id":"doi:10.1142/s2196888824500234","is_oa":true,"landing_page_url":"https://doi.org/10.1142/s2196888824500234","pdf_url":null,"source":{"id":"https://openalex.org/S2486636169","display_name":"Vietnam Journal of Computer Science","issn_l":"2196-8888","issn":["2196-8888","2196-8896"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Vietnam Journal of Computer Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.1142/s2196888824500234","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5110767529","display_name":"Nguyen Thanh Dang","orcid":null},"institutions":[{"id":"https://openalex.org/I47265099","display_name":"Ho Chi Minh City University of Technology","ror":"https://ror.org/04qva2324","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I47265099"]}],"countries":["VN"],"is_corresponding":true,"raw_author_name":"Nguyen Thanh Dang","raw_affiliation_strings":["Faculty Of Information Technology, HUTECH University, Ho Chi Minh City, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty Of Information Technology, HUTECH University, Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I47265099"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109185179","display_name":"N. Chau","orcid":null},"institutions":[{"id":"https://openalex.org/I141445968","display_name":"Ton Duc Thang University","ror":"https://ror.org/01drq0835","country_code":"VN","type":"education","lineage":["https://openalex.org/I141445968"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Nguyen Dong Chau","raw_affiliation_strings":["Faculty Of Information Technology, Ton Duc Thang University, Ho Chi Minh City, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty Of Information Technology, Ton Duc Thang University, Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I141445968"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018608807","display_name":"Linh Hoang Vu","orcid":"https://orcid.org/0000-0002-5096-8584"},"institutions":[{"id":"https://openalex.org/I47265099","display_name":"Ho Chi Minh City University of Technology","ror":"https://ror.org/04qva2324","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I47265099"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Vu Thi Thai Linh","raw_affiliation_strings":["Faculty Of Information Technology, Ly Tu Trong College of Ho Chi Minh City, Ho Chi Minh City, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty Of Information Technology, Ly Tu Trong College of Ho Chi Minh City, Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I47265099"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006342711","display_name":"Duong Hon Minh","orcid":null},"institutions":[{"id":"https://openalex.org/I3020192730","display_name":"Tr\u01b0\u1eddng \u0110H Nguy\u1ec5n T\u1ea5t Th\u00e0nh","ror":"https://ror.org/04r9s1v23","country_code":"VN","type":"education","lineage":["https://openalex.org/I3020192730"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Duong Hon Minh","raw_affiliation_strings":["Faculty of Pharmacy, Nguyen Tat Thanh University, Ho Chi Minh City, Viet Nam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Pharmacy, Nguyen Tat Thanh University, Ho Chi Minh City, Viet Nam","institution_ids":["https://openalex.org/I3020192730"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058150679","display_name":"Nguyen Ngoc Thao","orcid":null},"institutions":[{"id":"https://openalex.org/I4210135839","display_name":"Cat Tien National Park","ror":"https://ror.org/03r4xtg30","country_code":"VN","type":"archive","lineage":["https://openalex.org/I4210135839"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Nguyen Ngoc Thao","raw_affiliation_strings":["Dong Nai Provincial Police, No. 161, Pham Van Thuan Street, Tan Tien Ward, Bien Hoa City, Dong Nai Province, Viet Nam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dong Nai Provincial Police, No. 161, Pham Van Thuan Street, Tan Tien Ward, Bien Hoa City, Dong Nai Province, Viet Nam","institution_ids":["https://openalex.org/I4210135839"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5109739172","display_name":"Thanh Q. Nguyen","orcid":"https://orcid.org/0000-0003-4898-091X"},"institutions":[{"id":"https://openalex.org/I3020192730","display_name":"Tr\u01b0\u1eddng \u0110H Nguy\u1ec5n T\u1ea5t Th\u00e0nh","ror":"https://ror.org/04r9s1v23","country_code":"VN","type":"education","lineage":["https://openalex.org/I3020192730"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Thanh Q. Nguyen","raw_affiliation_strings":["Institute of Interdisciplinary Social Sciences, Nguyen Tat Thanh University, Ho Chi Minh City 700000, Vietnam"],"raw_orcid":"https://orcid.org/0000-0003-4898-091X","affiliations":[{"raw_affiliation_string":"Institute of Interdisciplinary Social Sciences, Nguyen Tat Thanh University, Ho Chi Minh City 700000, Vietnam","institution_ids":["https://openalex.org/I3020192730"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5110767529"],"corresponding_institution_ids":["https://openalex.org/I47265099"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.24064341,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"12","issue":"04","first_page":"395","last_page":"423"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9987999796867371,"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":0.9987999796867371,"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":0.9951000213623047,"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/T10799","display_name":"Data Visualization and Analytics","score":0.9002000093460083,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/computer-science","display_name":"Computer science","score":0.7526918649673462},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5801165103912354},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.5515097975730896},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5063716173171997},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.5013539791107178},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.41452154517173767},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.33760011196136475}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7526918649673462},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5801165103912354},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.5515097975730896},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5063716173171997},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.5013539791107178},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.41452154517173767},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33760011196136475},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1142/s2196888824500234","is_oa":true,"landing_page_url":"https://doi.org/10.1142/s2196888824500234","pdf_url":null,"source":{"id":"https://openalex.org/S2486636169","display_name":"Vietnam Journal of Computer Science","issn_l":"2196-8888","issn":["2196-8888","2196-8896"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Vietnam Journal of Computer Science","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:77a890da88e24d77a50830d8cc62e4cc","is_oa":true,"landing_page_url":"https://doaj.org/article/77a890da88e24d77a50830d8cc62e4cc","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Vietnam Journal of Computer Science, Vol 12, Iss 04, Pp 395-423 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1142/s2196888824500234","is_oa":true,"landing_page_url":"https://doi.org/10.1142/s2196888824500234","pdf_url":null,"source":{"id":"https://openalex.org/S2486636169","display_name":"Vietnam Journal of Computer Science","issn_l":"2196-8888","issn":["2196-8888","2196-8896"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Vietnam Journal of Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W2097117768","https://openalex.org/W2194775991","https://openalex.org/W2792245367","https://openalex.org/W2972810968","https://openalex.org/W3025174351","https://openalex.org/W3084620223","https://openalex.org/W3133618741","https://openalex.org/W3134882343","https://openalex.org/W3161273030","https://openalex.org/W3162538709","https://openalex.org/W3173197429","https://openalex.org/W3198537382","https://openalex.org/W3209308485","https://openalex.org/W4200578359","https://openalex.org/W4220894661","https://openalex.org/W4283770759","https://openalex.org/W4312105465","https://openalex.org/W4317816547","https://openalex.org/W4319662251","https://openalex.org/W4320890277","https://openalex.org/W4321237741","https://openalex.org/W4321765922","https://openalex.org/W4376636259","https://openalex.org/W4380730283","https://openalex.org/W4385623932","https://openalex.org/W4385814294","https://openalex.org/W4386418400","https://openalex.org/W4388357039","https://openalex.org/W4389117490","https://openalex.org/W4390264396","https://openalex.org/W4390585029","https://openalex.org/W4390979164","https://openalex.org/W4390986411","https://openalex.org/W4391255529","https://openalex.org/W4391614626","https://openalex.org/W4392151718","https://openalex.org/W4392199044","https://openalex.org/W4393034986","https://openalex.org/W4395034870","https://openalex.org/W4396220518","https://openalex.org/W4398270995","https://openalex.org/W4399501883","https://openalex.org/W4400128191","https://openalex.org/W4400336029","https://openalex.org/W4400435273","https://openalex.org/W4400764296","https://openalex.org/W4401011820","https://openalex.org/W4401051899"],"related_works":["https://openalex.org/W4375867731","https://openalex.org/W2611989081","https://openalex.org/W1919101720","https://openalex.org/W2731899572","https://openalex.org/W4230611425","https://openalex.org/W4380075502","https://openalex.org/W2119012848","https://openalex.org/W2622688551","https://openalex.org/W1550175370","https://openalex.org/W1990205660"],"abstract_inverted_index":{"In":[0],"the":[1,59,119,141],"domain":[2],"of":[3,61,102,121],"deep":[4,104],"learning,":[5],"several":[6],"architectures":[7,24],"have":[8],"been":[9,70],"extensively":[10],"used":[11],"for":[12,90,107,129,156],"time":[13,158],"series":[14,159],"data":[15,143],"analysis":[16,68,160],"and":[17,31,75,100,123,132,150],"mining,":[18],"including":[19],"recurrent":[20,28],"neural":[21,63],"network":[22],"(RNN)-based":[23],"such":[25],"as":[26],"gated":[27],"units":[29],"(GRUs)":[30],"long":[32],"short-term":[33],"memory":[34],"(LSTM).":[35],"Despite":[36],"their":[37,49,127],"effectiveness,":[38],"these":[39,82],"models":[40],"face":[41],"challenges":[42,83],"in":[43,140,148],"analyzing":[44],"long-range":[45],"dependencies":[46],"due":[47],"to":[48,113],"reliance":[50],"on":[51,80],"current":[52],"time-step":[53],"data.":[54],"To":[55],"address":[56],"this":[57],"limitation,":[58],"integration":[60,120],"convolutional":[62],"networks":[64],"(CNNs)":[65],"into":[66],"time-series":[67,91],"has":[69],"explored,":[71],"enhancing":[72],"model":[73,89,111],"performance":[74],"accuracy.":[76,115],"This":[77],"paper":[78],"focuses":[79],"addressing":[81],"by":[84],"applying":[85],"a":[86,153],"modified":[87],"InceptionTime":[88],"classification":[92],"(TSC).":[93],"Our":[94,136],"study":[95],"conducts":[96],"an":[97],"in-depth":[98],"review":[99],"evaluation":[101],"existing":[103],"learning":[105],"techniques":[106],"TSC,":[108],"exploring":[109],"potential":[110],"combinations":[112],"improve":[114],"Specifically,":[116],"we":[117],"investigate":[118],"CNN":[122],"RNN":[124],"models,":[125],"leveraging":[126],"strengths":[128],"both":[130],"TSC":[131],"image":[133],"processing":[134],"tasks.":[135],"proposed":[137],"model,":[138],"evaluated":[139],"UCR-85":[142],"set,":[144],"shows":[145],"significant":[146],"improvements":[147],"accuracy":[149],"performance,":[151],"offering":[152],"promising":[154],"approach":[155],"complex":[157],"problems.":[161]},"counts_by_year":[],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
