{"id":"https://openalex.org/W4417273024","doi":"https://doi.org/10.1109/icmla66185.2025.00084","title":"Dynamic Time Warping-Based Evidential Clustering of Time Series with c-Medoids","display_name":"Dynamic Time Warping-Based Evidential Clustering of Time Series with c-Medoids","publication_year":2025,"publication_date":"2025-12-03","ids":{"openalex":"https://openalex.org/W4417273024","doi":"https://doi.org/10.1109/icmla66185.2025.00084"},"language":"en","primary_location":{"id":"doi:10.1109/icmla66185.2025.00084","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmla66185.2025.00084","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Conference on Machine Learning and Applications (ICMLA)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hal.science/hal-05409633v1/document","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5120784516","display_name":"Eya Laffet","orcid":null},"institutions":[{"id":"https://openalex.org/I83259278","display_name":"Manouba University","ror":"https://ror.org/0503ejf32","country_code":"TN","type":"education","lineage":["https://openalex.org/I83259278"]}],"countries":["TN"],"is_corresponding":true,"raw_author_name":"Eya Laffet","raw_affiliation_strings":["ESEN, Univ.,Manouba,Tunisia","UMA - Universit\u00e9 de la Manouba [Tunisie] (Campus Universitaire de la Manouba - la Manouba 2010 - Tunisia)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ESEN, Univ.,Manouba,Tunisia","institution_ids":["https://openalex.org/I83259278"]},{"raw_affiliation_string":"UMA - Universit\u00e9 de la Manouba [Tunisie] (Campus Universitaire de la Manouba - la Manouba 2010 - Tunisia)","institution_ids":["https://openalex.org/I83259278"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046294680","display_name":"Ahmed Samet","orcid":"https://orcid.org/0000-0002-1612-3465"},"institutions":[{"id":"https://openalex.org/I2801509770","display_name":"Institut National des Sciences Appliqu\u00e9es de Strasbourg","ror":"https://ror.org/001nta019","country_code":"FR","type":"education","lineage":["https://openalex.org/I2801509770"]},{"id":"https://openalex.org/I4210100283","display_name":"Laboratoire des Sciences de l'Ing\u00e9nieur, de l'Informatique et de l'Imagerie","ror":"https://ror.org/00k4e5n71","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I2801509770","https://openalex.org/I4210095849","https://openalex.org/I4210100283","https://openalex.org/I4210159245","https://openalex.org/I68947357"]},{"id":"https://openalex.org/I68947357","display_name":"Universit\u00e9 de Strasbourg","ror":"https://ror.org/00pg6eq24","country_code":"FR","type":"education","lineage":["https://openalex.org/I68947357"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Ahmed Samet","raw_affiliation_strings":["INSA Strasbourg, Univ. of Strasbourg,ICube Laboratory,France","ICube - Laboratoire des sciences de l'ing\u00e9nieur, de l'informatique et de l'imagerie (300 bd S\u00e9bastien Brant - BP 10413 - F-67412 Illkirch Cedex - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"INSA Strasbourg, Univ. of Strasbourg,ICube Laboratory,France","institution_ids":["https://openalex.org/I2801509770","https://openalex.org/I68947357"]},{"raw_affiliation_string":"ICube - Laboratoire des sciences de l'ing\u00e9nieur, de l'informatique et de l'imagerie (300 bd S\u00e9bastien Brant - BP 10413 - F-67412 Illkirch Cedex - France)","institution_ids":["https://openalex.org/I4210100283"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073278035","display_name":"Mohamed Anis Bach Tobji","orcid":"https://orcid.org/0000-0001-8268-8870"},"institutions":[{"id":"https://openalex.org/I83259278","display_name":"Manouba University","ror":"https://ror.org/0503ejf32","country_code":"TN","type":"education","lineage":["https://openalex.org/I83259278"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Mohamed Anis Bach Tobji","raw_affiliation_strings":["ESEN, Univ. Manouba, Tunisia, LARODEC, ISG de Tunis, Universit&#x00E9; de Tunis","LARODEC - Laboratoire de Recherche Op\u00e9rationnelle de D\u00e9cision et de Contr\u00f4le de Processus (41 rue de la Libert\u00e9, 2000 Le Bardo, Tunisie - Tunisia)","UMA - Universit\u00e9 de la Manouba [Tunisie] (Campus Universitaire de la Manouba - la Manouba 2010 - Tunisia)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ESEN, Univ. Manouba, Tunisia, LARODEC, ISG de Tunis, Universit&#x00E9; de Tunis","institution_ids":["https://openalex.org/I83259278"]},{"raw_affiliation_string":"LARODEC - Laboratoire de Recherche Op\u00e9rationnelle de D\u00e9cision et de Contr\u00f4le de Processus (41 rue de la Libert\u00e9, 2000 Le Bardo, Tunisie - Tunisia)","institution_ids":[]},{"raw_affiliation_string":"UMA - Universit\u00e9 de la Manouba [Tunisie] (Campus Universitaire de la Manouba - la Manouba 2010 - Tunisia)","institution_ids":["https://openalex.org/I83259278"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030750035","display_name":"Baptiste Lafabr\u00e8gue","orcid":"https://orcid.org/0000-0002-5524-0074"},"institutions":[{"id":"https://openalex.org/I2801509770","display_name":"Institut National des Sciences Appliqu\u00e9es de Strasbourg","ror":"https://ror.org/001nta019","country_code":"FR","type":"education","lineage":["https://openalex.org/I2801509770"]},{"id":"https://openalex.org/I4210100283","display_name":"Laboratoire des Sciences de l'Ing\u00e9nieur, de l'Informatique et de l'Imagerie","ror":"https://ror.org/00k4e5n71","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I2801509770","https://openalex.org/I4210095849","https://openalex.org/I4210100283","https://openalex.org/I4210159245","https://openalex.org/I68947357"]},{"id":"https://openalex.org/I68947357","display_name":"Universit\u00e9 de Strasbourg","ror":"https://ror.org/00pg6eq24","country_code":"FR","type":"education","lineage":["https://openalex.org/I68947357"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Baptiste Lafabregue","raw_affiliation_strings":["INSA Strasbourg, Univ. of Strasbourg,ICube Laboratory,France","ICube - Laboratoire des sciences de l'ing\u00e9nieur, de l'informatique et de l'imagerie (300 bd S\u00e9bastien Brant - BP 10413 - F-67412 Illkirch Cedex - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"INSA Strasbourg, Univ. of Strasbourg,ICube Laboratory,France","institution_ids":["https://openalex.org/I2801509770","https://openalex.org/I68947357"]},{"raw_affiliation_string":"ICube - Laboratoire des sciences de l'ing\u00e9nieur, de l'informatique et de l'imagerie (300 bd S\u00e9bastien Brant - BP 10413 - F-67412 Illkirch Cedex - France)","institution_ids":["https://openalex.org/I4210100283"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078617305","display_name":"Fran\u00e7ois de Bertrand de Beuvron","orcid":"https://orcid.org/0000-0003-1324-2853"},"institutions":[{"id":"https://openalex.org/I2801509770","display_name":"Institut National des Sciences Appliqu\u00e9es de Strasbourg","ror":"https://ror.org/001nta019","country_code":"FR","type":"education","lineage":["https://openalex.org/I2801509770"]},{"id":"https://openalex.org/I4210100283","display_name":"Laboratoire des Sciences de l'Ing\u00e9nieur, de l'Informatique et de l'Imagerie","ror":"https://ror.org/00k4e5n71","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I2801509770","https://openalex.org/I4210095849","https://openalex.org/I4210100283","https://openalex.org/I4210159245","https://openalex.org/I68947357"]},{"id":"https://openalex.org/I68947357","display_name":"Universit\u00e9 de Strasbourg","ror":"https://ror.org/00pg6eq24","country_code":"FR","type":"education","lineage":["https://openalex.org/I68947357"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Fran\u00e7ois de Bertrand de Beuvron","raw_affiliation_strings":["INSA Strasbourg, Univ. of Strasbourg,ICube Laboratory,France","ICube - Laboratoire des sciences de l'ing\u00e9nieur, de l'informatique et de l'imagerie (300 bd S\u00e9bastien Brant - BP 10413 - F-67412 Illkirch Cedex - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"INSA Strasbourg, Univ. of Strasbourg,ICube Laboratory,France","institution_ids":["https://openalex.org/I2801509770","https://openalex.org/I68947357"]},{"raw_affiliation_string":"ICube - Laboratoire des sciences de l'ing\u00e9nieur, de l'informatique et de l'imagerie (300 bd S\u00e9bastien Brant - BP 10413 - F-67412 Illkirch Cedex - France)","institution_ids":["https://openalex.org/I4210100283"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5120784516"],"corresponding_institution_ids":["https://openalex.org/I83259278"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.445436,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"575","last_page":"581"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9894999861717224,"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":0.9894999861717224,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.0019000000320374966,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.0006000000284984708,"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/cluster-analysis","display_name":"Cluster analysis","score":0.5536999702453613},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.5401999950408936},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.4754999876022339},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.38029998540878296},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.33809998631477356},{"id":"https://openalex.org/keywords/fuzzy-clustering","display_name":"Fuzzy clustering","score":0.3294999897480011}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5795999765396118},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5536999702453613},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.5401999950408936},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4918999969959259},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.4754999876022339},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4090999960899353},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.38029998540878296},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.33809998631477356},{"id":"https://openalex.org/C17212007","wikidata":"https://www.wikidata.org/wiki/Q5511111","display_name":"Fuzzy clustering","level":3,"score":0.3294999897480011},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.3206999897956848},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2879999876022339},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2840000092983246},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.28220000863075256},{"id":"https://openalex.org/C156201811","wikidata":"https://www.wikidata.org/wiki/Q5418360","display_name":"Evidential reasoning approach","level":4,"score":0.2662999927997589},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.2572999894618988},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2533999979496002},{"id":"https://openalex.org/C12426560","wikidata":"https://www.wikidata.org/wiki/Q189569","display_name":"Basis (linear algebra)","level":2,"score":0.2500999867916107}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/icmla66185.2025.00084","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmla66185.2025.00084","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Conference on Machine Learning and Applications (ICMLA)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-05409633v1","is_oa":true,"landing_page_url":"https://hal.science/hal-05409633","pdf_url":"https://hal.science/hal-05409633v1/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"24th IEEE International Conference on Machine Learning and Applications, Dec 2025, Miami (Florida), United States","raw_type":"Conference papers"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-05409633v1","is_oa":true,"landing_page_url":"https://hal.science/hal-05409633","pdf_url":"https://hal.science/hal-05409633v1/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"24th IEEE International Conference on Machine Learning and Applications, Dec 2025, Miami (Florida), United States","raw_type":"Conference papers"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1476205653","display_name":null,"funder_award_id":"ANR-22-CE92-0007-02","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G8496166186","display_name":null,"funder_award_id":"ANR-22-CE92-0007","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"}],"funders":[{"id":"https://openalex.org/F4320320883","display_name":"Agence Nationale de la Recherche","ror":"https://ror.org/00rbzpz17"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4417273024.pdf","grobid_xml":"https://content.openalex.org/works/W4417273024.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Clustering":[0],"time":[1,21,52,78,116],"series":[2,22,53,117],"reveals":[3],"valuable":[4],"insights":[5],"into":[6],"hidden":[7],"patterns":[8],"about":[9],"evolving":[10],"particular":[11],"phenomena":[12],"over":[13],"time.":[14],"While":[15],"sharp":[16],"clustering":[17,29,60,111],"operates":[18],"rigidly":[19],"(each":[20],"is":[23,41],"assigned":[24],"to":[25,44,71],"one":[26],"cluster),":[27],"soft":[28],"offers":[30],"a":[31,88],"more":[32],"realistic":[33],"and":[34,47,120],"informative":[35],"representation":[36],"of":[37,50,98],"data":[38,118,124],"points,":[39],"which":[40],"relevant":[42],"according":[43],"the":[45,51,64,99],"complex":[46],"uncertain":[48],"nature":[49],"data.":[54],"This":[55],"paper":[56],"focuses":[57],"on":[58,63,84,104,114,121],"evidential":[59],"techniques":[61,112],"based":[62,103],"Dynamic":[65],"Time":[66],"Warping":[67],"(DTW)":[68],"distance":[69],"due":[70],"its":[72],"efficiency":[73],"in":[74,106],"measuring":[75],"dissimilarity":[76],"between":[77],"series.":[79],"We":[80],"conducted":[81],"several":[82,109],"experiments":[83],"various":[85],"datasets,":[86],"including":[87],"real-world":[89],"battery":[90,123],"aging":[91,122],"dataset.":[92],"The":[93],"results":[94],"showed":[95],"interesting":[96],"performance":[97],"Evidential":[100],"C-Medoids":[101],"algorithm":[102],"DTW":[105],"comparison":[107],"with":[108],"other":[110],"both":[113],"public":[115],"sets":[119],"set.":[125]},"counts_by_year":[],"updated_date":"2026-05-07T13:39:58.223016","created_date":"2025-12-12T00:00:00"}
