{"id":"https://openalex.org/W4403518850","doi":"https://doi.org/10.3233/faia240800","title":"Efficient Initial Data Selection and Labeling for Multi-Class Classification Using Topological Analysis","display_name":"Efficient Initial Data Selection and Labeling for Multi-Class Classification Using Topological Analysis","publication_year":2024,"publication_date":"2024-10-16","ids":{"openalex":"https://openalex.org/W4403518850","doi":"https://doi.org/10.3233/faia240800"},"language":"en","primary_location":{"id":"doi:10.3233/faia240800","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia240800","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240800","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240800","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009029160","display_name":"Li\u00e8s Hadjadj","orcid":"https://orcid.org/0000-0002-7926-656X"},"institutions":[{"id":"https://openalex.org/I106785703","display_name":"Institut polytechnique de Grenoble","ror":"https://ror.org/05sbt2524","country_code":"FR","type":"education","lineage":["https://openalex.org/I106785703","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210104430","display_name":"Laboratoire d'Informatique de Grenoble","ror":"https://ror.org/01c8rcg82","country_code":"FR","type":"facility","lineage":["https://openalex.org/I106785703","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I4210104430","https://openalex.org/I4210159245","https://openalex.org/I899635006","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I899635006","display_name":"Universit\u00e9 Grenoble Alpes","ror":"https://ror.org/02rx3b187","country_code":"FR","type":"education","lineage":["https://openalex.org/I899635006"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Lies Hadjadj","raw_affiliation_strings":["Univ. Grenoble Alpes, CNRS, Grenoble INP, LIG, 38000 Grenoble, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ. Grenoble Alpes, CNRS, Grenoble INP, LIG, 38000 Grenoble, France","institution_ids":["https://openalex.org/I106785703","https://openalex.org/I1294671590","https://openalex.org/I4210104430","https://openalex.org/I899635006"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052815615","display_name":"\u00c9milie Devijver","orcid":"https://orcid.org/0000-0002-8360-1834"},"institutions":[{"id":"https://openalex.org/I106785703","display_name":"Institut polytechnique de Grenoble","ror":"https://ror.org/05sbt2524","country_code":"FR","type":"education","lineage":["https://openalex.org/I106785703","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210104430","display_name":"Laboratoire d'Informatique de Grenoble","ror":"https://ror.org/01c8rcg82","country_code":"FR","type":"facility","lineage":["https://openalex.org/I106785703","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I4210104430","https://openalex.org/I4210159245","https://openalex.org/I899635006","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I899635006","display_name":"Universit\u00e9 Grenoble Alpes","ror":"https://ror.org/02rx3b187","country_code":"FR","type":"education","lineage":["https://openalex.org/I899635006"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Emilie Devijver","raw_affiliation_strings":["Univ. Grenoble Alpes, CNRS, Grenoble INP, LIG, 38000 Grenoble, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ. Grenoble Alpes, CNRS, Grenoble INP, LIG, 38000 Grenoble, France","institution_ids":["https://openalex.org/I106785703","https://openalex.org/I1294671590","https://openalex.org/I4210104430","https://openalex.org/I899635006"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018407485","display_name":"R\u00e9mi Molinier","orcid":"https://orcid.org/0000-0002-3742-5307"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I899635006","display_name":"Universit\u00e9 Grenoble Alpes","ror":"https://ror.org/02rx3b187","country_code":"FR","type":"education","lineage":["https://openalex.org/I899635006"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"R\u00e9mi Molinier","raw_affiliation_strings":["Univ. Grenoble Alpes, CNRS, Department of Mathematics, IF, 38000 Grenoble, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ. Grenoble Alpes, CNRS, Department of Mathematics, IF, 38000 Grenoble, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I899635006"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044686680","display_name":"Massih-Reza Amini","orcid":"https://orcid.org/0000-0001-9032-4233"},"institutions":[{"id":"https://openalex.org/I106785703","display_name":"Institut polytechnique de Grenoble","ror":"https://ror.org/05sbt2524","country_code":"FR","type":"education","lineage":["https://openalex.org/I106785703","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210104430","display_name":"Laboratoire d'Informatique de Grenoble","ror":"https://ror.org/01c8rcg82","country_code":"FR","type":"facility","lineage":["https://openalex.org/I106785703","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I4210104430","https://openalex.org/I4210159245","https://openalex.org/I899635006","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I899635006","display_name":"Universit\u00e9 Grenoble Alpes","ror":"https://ror.org/02rx3b187","country_code":"FR","type":"education","lineage":["https://openalex.org/I899635006"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Massih-Reza Amini","raw_affiliation_strings":["Univ. Grenoble Alpes, CNRS, Grenoble INP, LIG, 38000 Grenoble, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ. Grenoble Alpes, CNRS, Grenoble INP, LIG, 38000 Grenoble, France","institution_ids":["https://openalex.org/I106785703","https://openalex.org/I1294671590","https://openalex.org/I4210104430","https://openalex.org/I899635006"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.53184813,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12536","display_name":"Topological and Geometric Data Analysis","score":0.9940999746322632,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T12536","display_name":"Topological and Geometric Data Analysis","score":0.9940999746322632,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/benchmark","display_name":"Benchmark (surveying)","score":0.7192205190658569},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6748018264770508},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.617750883102417},{"id":"https://openalex.org/keywords/topological-data-analysis","display_name":"Topological data analysis","score":0.5909103751182556},{"id":"https://openalex.org/keywords/training-set","display_name":"Training set","score":0.5701785087585449},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5595539808273315},{"id":"https://openalex.org/keywords/labeled-data","display_name":"Labeled data","score":0.5508437752723694},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5379137992858887},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5086051225662231},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5080642700195312},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5069489479064941},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.47865164279937744},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.17070719599723816},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.08797279000282288}],"concepts":[{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7192205190658569},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6748018264770508},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.617750883102417},{"id":"https://openalex.org/C2776477805","wikidata":"https://www.wikidata.org/wiki/Q4460773","display_name":"Topological data analysis","level":2,"score":0.5909103751182556},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.5701785087585449},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5595539808273315},{"id":"https://openalex.org/C2776145971","wikidata":"https://www.wikidata.org/wiki/Q30673951","display_name":"Labeled data","level":2,"score":0.5508437752723694},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5379137992858887},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5086051225662231},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5080642700195312},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5069489479064941},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.47865164279937744},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.17070719599723816},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.08797279000282288},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3233/faia240800","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia240800","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240800","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},{"id":"pmh:oai:HAL:hal-04763563v1","is_oa":true,"landing_page_url":"https://hal.science/hal-04763563","pdf_url":"https://hal.science/hal-04763563/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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://www.ecai2024.eu/","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"doi:10.3233/faia240800","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia240800","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240800","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1041279674","display_name":"MIAI @ Grenoble Alpes","funder_award_id":"ANR-19-P3IA-0003","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":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403518850.pdf"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3114272811","https://openalex.org/W2161052216","https://openalex.org/W2130553454","https://openalex.org/W3022007134","https://openalex.org/W2786391746","https://openalex.org/W4317548404","https://openalex.org/W2087783760","https://openalex.org/W1509924131","https://openalex.org/W2991483587","https://openalex.org/W3163689946"],"abstract_inverted_index":{"Machine":[0],"learning":[1,25],"techniques":[2],"often":[3,53],"require":[4],"large":[5],"labeled":[6,15,51],"training":[7,36],"sets":[8],"to":[9,28,81,109],"attain":[10],"optimal":[11],"performance.":[12],"However,":[13],"acquiring":[14],"data":[16,33,78],"can":[17],"pose":[18],"challenges":[19],"in":[20],"practical":[21],"scenarios.":[22],"Pool-based":[23],"active":[24],"methods":[26,45],"aim":[27],"select":[29],"the":[30,49,84,99],"most":[31],"relevant":[32],"points":[34,88],"for":[35,66,89],"from":[37,76],"a":[38,61],"pool":[39],"of":[40,87,101],"unlabeled":[41],"data.":[42],"Nonetheless,":[43],"these":[44],"heavily":[46],"rely":[47],"on":[48,93],"initial":[50,85],"dataset,":[52],"chosen":[54],"randomly.":[55],"In":[56],"our":[57,102],"study,":[58],"we":[59,97],"introduce":[60],"novel":[62],"approach":[63],"specifically":[64],"tailored":[65],"multi-class":[67],"classification":[68,117],"tasks,":[69],"utilizing":[70],"Proper":[71],"Topological":[72],"Regions":[73],"(PTR)":[74],"derived":[75],"topological":[77],"analysis":[79],"(TDA)":[80],"efficiently":[82],"identify":[83],"set":[86],"labeling.":[90],"Through":[91],"experiments":[92],"various":[94],"benchmark":[95],"datasets,":[96],"demonstrate":[98],"efficacy":[100],"method":[103],"and":[104],"its":[105],"competitive":[106],"performance":[107],"compared":[108],"traditional":[110],"approaches,":[111],"as":[112],"measured":[113],"by":[114],"average":[115],"balanced":[116],"accuracy.":[118]},"counts_by_year":[],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
