{"id":"https://openalex.org/W4390933320","doi":"https://doi.org/10.3390/engproc2024060020","title":"Quantitative Comparison of Machine Learning Clustering Methods for Tuberculosis Data Analysis","display_name":"Quantitative Comparison of Machine Learning Clustering Methods for Tuberculosis Data Analysis","publication_year":2024,"publication_date":"2024-01-16","ids":{"openalex":"https://openalex.org/W4390933320","doi":"https://doi.org/10.3390/engproc2024060020"},"language":"en","primary_location":{"id":"doi:10.3390/engproc2024060020","doi":"https://doi.org/10.3390/engproc2024060020","is_oa":true,"landing_page_url":"https://doi.org/10.3390/engproc2024060020","pdf_url":"https://www.mdpi.com/2673-4591/60/1/20/pdf?version=1705394735","source":{"id":"https://openalex.org/S7407088744","display_name":"International Conference on Communications, Information, Electronic and Energy Systems (CIEES)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"CIEES 2023","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://www.mdpi.com/2673-4591/60/1/20/pdf?version=1705394735","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5093727827","display_name":"Marlen Kossakov","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I247491477","display_name":"Almaty University of Power Engineering and Telecommunications","ror":"https://ror.org/020d95911","country_code":"KZ","type":"education","lineage":["https://openalex.org/I247491477"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Marlen Kossakov","raw_affiliation_strings":["Department of Information Technology, Non-Profit JSC \u201cAlmaty University of Power Engineering and Telecommunications Named after Gumarbek Daukeyev\u201d, 050013 Almaty, Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Technology, Non-Profit JSC \u201cAlmaty University of Power Engineering and Telecommunications Named after Gumarbek Daukeyev\u201d, 050013 Almaty, Kazakhstan","institution_ids":["https://openalex.org/I247491477"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010291556","display_name":"Assel Mukasheva","orcid":"https://orcid.org/0000-0001-9890-4910","observed_orcids":["https://orcid.org/0000-0001-9890-4910"]},"institutions":[{"id":"https://openalex.org/I171571821","display_name":"Kazakh-British Technical University","ror":"https://ror.org/01rn0fp76","country_code":"KZ","type":"education","lineage":["https://openalex.org/I171571821"]}],"countries":["KZ"],"is_corresponding":true,"raw_author_name":"Assel Mukasheva","raw_affiliation_strings":["School of Information Technology and Engineering, Kazakh-British Technical University, 050000 Almaty, Kazakhstan"],"raw_orcid":"https://orcid.org/0000-0001-9890-4910","affiliations":[{"raw_affiliation_string":"School of Information Technology and Engineering, Kazakh-British Technical University, 050000 Almaty, Kazakhstan","institution_ids":["https://openalex.org/I171571821"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063468321","display_name":"\u0413\u0430\u043d\u0438 \u0421\u0435\u0440\u0433\u0430\u0437\u0438\u043d","orcid":"https://orcid.org/0000-0003-2762-473X","observed_orcids":["https://orcid.org/0000-0003-2762-473X"]},"institutions":[{"id":"https://openalex.org/I4387930291","display_name":"Mukhametzhan Tynyshbayev ALT University","ror":"https://ror.org/04hasps36","country_code":"KZ","type":"education","lineage":["https://openalex.org/I4387930291"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Gani Balbayev","raw_affiliation_strings":["Academy of Logistics and Transport, 050012 Almaty, Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Academy of Logistics and Transport, 050012 Almaty, Kazakhstan","institution_ids":["https://openalex.org/I4387930291"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025631570","display_name":"\u0421\u044b\u0440\u044b\u043c \u0421\u0435\u0439\u0434\u0430\u0437\u0438\u043c\u043e\u0432","orcid":"https://orcid.org/0000-0002-2955-8388","observed_orcids":["https://orcid.org/0000-0002-2955-8388"]},"institutions":[{"id":"https://openalex.org/I247491477","display_name":"Almaty University of Power Engineering and Telecommunications","ror":"https://ror.org/020d95911","country_code":"KZ","type":"education","lineage":["https://openalex.org/I247491477"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Syrym Seidazimov","raw_affiliation_strings":["Department of Information Technology, Non-Profit JSC \u201cAlmaty University of Power Engineering and Telecommunications Named after Gumarbek Daukeyev\u201d, 050013 Almaty, Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Technology, Non-Profit JSC \u201cAlmaty University of Power Engineering and Telecommunications Named after Gumarbek Daukeyev\u201d, 050013 Almaty, Kazakhstan","institution_ids":["https://openalex.org/I247491477"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5098973499","display_name":"Dinargul Mukhammejanova","orcid":"https://orcid.org/0009-0009-7476-6731","observed_orcids":["https://orcid.org/0009-0009-7476-6731"]},"institutions":[{"id":"https://openalex.org/I4210143508","display_name":"International Information Technologies University","ror":"https://ror.org/042dtza69","country_code":"KZ","type":"education","lineage":["https://openalex.org/I4210143508"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Dinargul Mukammejanova","raw_affiliation_strings":["Faculty of Computer Technologies and Cyber Security, International University of Information Technology, 050000 Almaty, Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Technologies and Cyber Security, International University of Information Technology, 050000 Almaty, Kazakhstan","institution_ids":["https://openalex.org/I4210143508"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5109590908","display_name":"\u041c\u0430\u0434\u0438\u043d\u0430 \u0421\u044b\u0434\u044b\u0431\u0430\u0435\u0432\u0430","orcid":"https://orcid.org/0000-0002-8950-5421","observed_orcids":["https://orcid.org/0000-0002-8950-5421"]},"institutions":[{"id":"https://openalex.org/I4210143508","display_name":"International Information Technologies University","ror":"https://ror.org/042dtza69","country_code":"KZ","type":"education","lineage":["https://openalex.org/I4210143508"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Madina Sydybayeva","raw_affiliation_strings":["Faculty of Computer Technologies and Cyber Security, International University of Information Technology, 050000 Almaty, Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Technologies and Cyber Security, International University of Information Technology, 050000 Almaty, Kazakhstan","institution_ids":["https://openalex.org/I4210143508"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5010291556"],"corresponding_institution_ids":["https://openalex.org/I171571821"],"apc_list":null,"apc_paid":null,"fwci":5.1915,"has_fulltext":true,"cited_by_count":34,"citation_normalized_percentile":{"value":0.96600906,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"20","last_page":"20"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9922000169754028,"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"}},"topics":[{"id":"https://openalex.org/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9922000169754028,"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/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.003700000001117587,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.0026000000070780516,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/tuberculosis","display_name":"tuberculosis","score":0.972000002861023},{"id":"https://openalex.org/keywords/clustering-algorithms","display_name":"clustering algorithms","score":0.7059999704360962},{"id":"https://openalex.org/keywords/spectral-clustering","display_name":"spectral clustering","score":0.8579999804496765},{"id":"https://openalex.org/keywords/dbscan","display_name":"DBSCAN","score":1.0},{"id":"https://openalex.org/keywords/hierarchical-clustering","display_name":"hierarchical clustering","score":0.9990000128746033},{"id":"https://openalex.org/keywords/k-means-clustering","display_name":"K-means clustering","score":0.8880000114440918},{"id":"https://openalex.org/keywords/patient-subgroups","display_name":"patient subgroups","score":0.8569999933242798},{"id":"https://openalex.org/keywords/clustering-evaluation","display_name":"cluster validation","score":0.6010000109672546},{"id":"https://openalex.org/keywords/silhouette-score","display_name":"silhouette coefficient","score":0.984000027179718},{"id":"https://openalex.org/keywords/davies-bouldin-index","display_name":"Davies-Bouldin index","score":0.9229999780654907},{"id":"https://openalex.org/keywords/calinski-harabasz-index","display_name":"Calinski-Harabasz index","score":0.9860000014305115},{"id":"https://openalex.org/keywords/personalized-treatment","display_name":"personalized treatment","score":0.5920000076293945}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.8427451252937317},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7238776683807373},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.585759162902832},{"id":"https://openalex.org/C186767784","wikidata":"https://www.wikidata.org/wiki/Q5162841","display_name":"Consensus clustering","level":5,"score":0.5434759259223938},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5402606725692749},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5011529922485352},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.49920105934143066},{"id":"https://openalex.org/C39235581","wikidata":"https://www.wikidata.org/wiki/Q5158434","display_name":"Conceptual clustering","level":5,"score":0.4862619638442993},{"id":"https://openalex.org/C92835128","wikidata":"https://www.wikidata.org/wiki/Q1277447","display_name":"Hierarchical clustering","level":3,"score":0.4796374440193176},{"id":"https://openalex.org/C17212007","wikidata":"https://www.wikidata.org/wiki/Q5511111","display_name":"Fuzzy clustering","level":3,"score":0.38467803597450256},{"id":"https://openalex.org/C33704608","wikidata":"https://www.wikidata.org/wiki/Q5014717","display_name":"CURE data clustering algorithm","level":4,"score":0.38189807534217834},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"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:10.3390/engproc2024060020","doi":"https://doi.org/10.3390/engproc2024060020","is_oa":true,"landing_page_url":"https://doi.org/10.3390/engproc2024060020","pdf_url":"https://www.mdpi.com/2673-4591/60/1/20/pdf?version=1705394735","source":{"id":"https://openalex.org/S7407088744","display_name":"International Conference on Communications, Information, Electronic and Energy Systems (CIEES)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"CIEES 2023","raw_type":"proceedings-article"},{"id":"pmh:oai:doaj.org/article:7d19018a3eee4fbcb9d9bcee94ad1cb1","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/7d19018a3eee4fbcb9d9bcee94ad1cb1","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,"listed_in":[],"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":"Engineering Proceedings, Vol 60, Iss 1, p 20 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/engproc2024060020","doi":"https://doi.org/10.3390/engproc2024060020","is_oa":true,"landing_page_url":"https://doi.org/10.3390/engproc2024060020","pdf_url":"https://www.mdpi.com/2673-4591/60/1/20/pdf?version=1705394735","source":{"id":"https://openalex.org/S7407088744","display_name":"International Conference on Communications, Information, Electronic and Energy Systems (CIEES)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"CIEES 2023","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.6240000128746033,"display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4390933320.pdf","grobid_xml":"https://content.openalex.org/works/W4390933320.grobid-xml"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W2108323654","https://openalex.org/W2801872061","https://openalex.org/W2954244851","https://openalex.org/W2955505172","https://openalex.org/W2956233373","https://openalex.org/W3002028984","https://openalex.org/W3011249019","https://openalex.org/W3019913914","https://openalex.org/W3085223471","https://openalex.org/W3110435694","https://openalex.org/W3127326714","https://openalex.org/W3134385809","https://openalex.org/W4284691240","https://openalex.org/W4287921790","https://openalex.org/W4367315401","https://openalex.org/W4385407692","https://openalex.org/W4386215394","https://openalex.org/W4388575894"],"related_works":["https://openalex.org/W4409864264","https://openalex.org/W7124745645","https://openalex.org/W4226296251","https://openalex.org/W4390916346","https://openalex.org/W7223469797","https://openalex.org/W4407571565","https://openalex.org/W4406627873","https://openalex.org/W1630954093","https://openalex.org/W1992577774","https://openalex.org/W4403004261"],"abstract_inverted_index":{"In":[0],"many":[1],"fields,":[2],"data-driven":[3],"decision":[4],"making":[5],"has":[6],"become":[7],"essential":[8],"due":[9],"to":[10,75],"machine":[11,26,91],"learning":[12,27,92],"(ML),":[13],"which":[14],"provides":[15],"insights":[16,127],"that":[17,128],"improve":[18],"productivity":[19],"and":[20,47,87,100,118,133],"quality":[21,105],"of":[22,44,50,55,70,106,131],"life.":[23],"A":[24],"basic":[25],"approach":[28],"called":[29],"clustering":[30,72,93,132],"helps":[31],"find":[32],"comparable":[33],"data":[34,77],"points.":[35],"Clustering":[36],"plays":[37],"a":[38,66,107],"critical":[39],"role":[40],"in":[41,52],"the":[42,48,53,104,113],"identification":[43],"patient":[45],"subgroups":[46],"customisation":[49],"treatment":[51],"context":[54],"tuberculosis":[56],"(TB)":[57],"research.":[58,136],"While":[59],"prior":[60],"studies":[61],"have":[62],"recognized":[63],"its":[64],"utility,":[65],"comprehensive":[67],"comparative":[68],"analysis":[69],"multiple":[71],"methods":[73],"applied":[74],"TB":[76,81],"is":[78],"lacking.":[79],"Using":[80],"data,":[82],"this":[83],"study":[84],"thoroughly":[85],"assesses":[86],"contrasts":[88],"four":[89],"well-known":[90],"algorithms:":[94],"spectral":[95],"clustering,":[96,99],"DBSCAN,":[97],"hierarchical":[98],"k-means.":[101],"To":[102],"evaluate":[103],"cluster,":[108],"quantitative":[109,126],"measures":[110],"such":[111],"as":[112],"silhouette":[114],"score,":[115],"Davies\u2013Bouldin":[116],"index,":[117],"Calinski\u2013Harabasz":[119],"index":[120],"are":[121],"utilised.":[122],"The":[123],"results":[124],"provide":[125],"enhance":[129],"comprehension":[130],"guide":[134],"future":[135]},"counts_by_year":[{"year":2026,"cited_by_count":14},{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":7}],"updated_date":"2026-11-08T12:12:28.789561","created_date":"2024-01-17T00:00:00"}
