{"id":"https://openalex.org/W4405488996","doi":"https://doi.org/10.1109/embc53108.2024.10782564","title":"Innovative Approaches to Gender Classification through Unsupervised Machine Learning and Multi-Activity Fusion","display_name":"Innovative Approaches to Gender Classification through Unsupervised Machine Learning and Multi-Activity Fusion","publication_year":2024,"publication_date":"2024-07-15","ids":{"openalex":"https://openalex.org/W4405488996","doi":"https://doi.org/10.1109/embc53108.2024.10782564","pmid":"https://pubmed.ncbi.nlm.nih.gov/40040187"},"language":"en","primary_location":{"id":"doi:10.1109/embc53108.2024.10782564","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10782564","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":null,"any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5093468267","display_name":"Himesh Kahanda Koralege","orcid":null},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Himesh Kahanda Koralege","raw_affiliation_strings":["Deakin University,School of Engineering,Waurn Ponds,VIC,Australia,3216"],"affiliations":[{"raw_affiliation_string":"Deakin University,School of Engineering,Waurn Ponds,VIC,Australia,3216","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081086550","display_name":"Thang Ngo","orcid":"https://orcid.org/0000-0003-3218-4468"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Thang Ngo","raw_affiliation_strings":["Deakin University,School of Engineering,Waurn Ponds,VIC,Australia,3216"],"affiliations":[{"raw_affiliation_string":"Deakin University,School of Engineering,Waurn Ponds,VIC,Australia,3216","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037113249","display_name":"Pubudu N. Pathirana","orcid":"https://orcid.org/0000-0001-8014-7798"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Pubudu N. Pathirana","raw_affiliation_strings":["Deakin University,School of Engineering,Waurn Ponds,VIC,Australia,3216"],"affiliations":[{"raw_affiliation_string":"Deakin University,School of Engineering,Waurn Ponds,VIC,Australia,3216","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063750580","display_name":"Bahareh Nakisa","orcid":"https://orcid.org/0000-0003-2211-2997"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Bahareh Nakisa","raw_affiliation_strings":["Deakin University,School of Engineering,Waurn Ponds,VIC,Australia,3216"],"affiliations":[{"raw_affiliation_string":"Deakin University,School of Engineering,Waurn Ponds,VIC,Australia,3216","institution_ids":["https://openalex.org/I149704539"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5093468267"],"corresponding_institution_ids":["https://openalex.org/I149704539"],"apc_list":null,"apc_paid":null,"fwci":0.4554,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.74013199,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"2024","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14406","display_name":"Multidisciplinary Science and Engineering Research","score":0.8212000131607056,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T14406","display_name":"Multidisciplinary Science and Engineering Research","score":0.8212000131607056,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"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/T10812","display_name":"Human Pose and Action Recognition","score":0.8174999952316284,"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"}},{"id":"https://openalex.org/T12051","display_name":"Diversity and Impact of Dance","score":0.7975999712944031,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6476112604141235},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.599544882774353},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5656268000602722},{"id":"https://openalex.org/keywords/unsupervised-learning","display_name":"Unsupervised learning","score":0.5280343294143677},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.45815718173980713}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6476112604141235},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.599544882774353},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5656268000602722},{"id":"https://openalex.org/C8038995","wikidata":"https://www.wikidata.org/wiki/Q1152135","display_name":"Unsupervised learning","level":2,"score":0.5280343294143677},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.45815718173980713},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069558","descriptor_name":"Unsupervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069558","descriptor_name":"Unsupervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069558","descriptor_name":"Unsupervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016138","descriptor_name":"Walking","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1109/embc53108.2024.10782564","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10782564","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:40040187","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40040187","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null},{"id":"pmh:oai:figshare.com:article/28251677","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference contribution"}],"best_oa_location":{"id":"pmh:oai:figshare.com:article/28251677","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference contribution"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/5","score":0.5699999928474426,"display_name":"Gender equality"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1588293387","https://openalex.org/W1828472411","https://openalex.org/W2018093805","https://openalex.org/W2069705645","https://openalex.org/W2118630306","https://openalex.org/W2152914237","https://openalex.org/W2184856514","https://openalex.org/W2470715095","https://openalex.org/W2493191225","https://openalex.org/W2998141383","https://openalex.org/W3113590368","https://openalex.org/W4323305601","https://openalex.org/W4389577010","https://openalex.org/W6635405494","https://openalex.org/W6686532537","https://openalex.org/W6751578979","https://openalex.org/W6959892683"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":{"In":[0],"the":[1,52,59,130],"last":[2],"decade,":[3],"gender":[4,40,65,90,105,118],"recognition":[5,66],"has":[6],"garnered":[7],"significant":[8],"attention":[9],"for":[10,104],"its":[11,39],"diverse":[12],"applications":[13],"in":[14,107,129],"healthcare,":[15],"sports,":[16],"rehabilitation,":[17],"and":[18,50,61,82,99,144,147],"wearable":[19,25],"electronics.":[20],"This":[21],"study":[22],"offers":[23],"a":[24,71,108,112,123],"sensor":[26,80],"device":[27],"to":[28,87],"record":[29],"various":[30],"activities":[31,45],"using":[32,92],"inertial":[33],"measurement":[34],"units":[35],"as":[36],"part":[37],"of":[38,115,126,132],"classification":[41,91,106,119],"process.":[42],"During":[43],"seven":[44],"that":[46],"entail":[47],"standing,":[48],"walking,":[49],"climbing,":[51],"system":[53],"uses":[54],"five":[55],"sensors":[56],"on":[57],"both":[58],"upper":[60],"lower":[62],"bodies.":[63],"The":[64],"model":[67],"is":[68],"developed":[69],"through":[70],"thorough":[72],"investigation,":[73],"utilizing":[74],"unsupervised":[75,93],"machine":[76,94],"learning":[77],"methods.":[78],"Specific":[79],"placements":[81],"behavioral":[83],"patterns":[84],"are":[85],"identified":[86],"enhance":[88],"accurate":[89],"learning.":[95],"Applying":[96],"Kmeans":[97],"Clustering":[98],"Gaussian":[100],"Mixture":[101],"Models":[102],"(GMM)":[103],"single":[109],"activity":[110],"achieves":[111],"maximum":[113],"accuracy":[114,125],"86.42%.":[116],"Multi-activity":[117],"surpasses":[120],"this,":[121],"demonstrating":[122],"notable":[124],"90.14%,":[127],"particularly":[128],"combination":[131],"activities,":[133],"Romberg":[134],"test":[135],"eyes":[136,141],"open,":[137],"Single":[138],"leg":[139],"stance":[140],"closed,":[142],"Walking,":[143],"Staircase":[145],"up":[146],"down.":[148]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
