{"id":"https://openalex.org/W7141466380","doi":"https://doi.org/10.1109/icce67443.2026.11449683","title":"Machine Learning Framework for Modelling Sex-Dependent Variations of Body Fat Percentage in Adult using Anthropometric Variables","display_name":"Machine Learning Framework for Modelling Sex-Dependent Variations of Body Fat Percentage in Adult using Anthropometric Variables","publication_year":2026,"publication_date":"2026-02-03","ids":{"openalex":"https://openalex.org/W7141466380","doi":"https://doi.org/10.1109/icce67443.2026.11449683"},"language":null,"primary_location":{"id":"doi:10.1109/icce67443.2026.11449683","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icce67443.2026.11449683","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE International Conference on Consumer Electronics (ICCE)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5001460235","display_name":"Omar Gatera","orcid":"https://orcid.org/0000-0002-5001-377X"},"institutions":[{"id":"https://openalex.org/I4210087849","display_name":"University of Rwanda","ror":"https://ror.org/00286hs46","country_code":"RW","type":"education","lineage":["https://openalex.org/I4210087849"]}],"countries":["RW"],"is_corresponding":false,"raw_author_name":"Omar Gatera","raw_affiliation_strings":["University of Rwanda,African Centre of Excellence in Internet of Things,Kigali,Rwanda"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Rwanda,African Centre of Excellence in Internet of Things,Kigali,Rwanda","institution_ids":["https://openalex.org/I4210087849"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003152710","display_name":"Raphael Uwamahoro","orcid":"https://orcid.org/0000-0002-6290-7738"},"institutions":[{"id":"https://openalex.org/I4210148345","display_name":"Rwanda Biomedical Center","ror":"https://ror.org/03jggqf79","country_code":"RW","type":"healthcare","lineage":["https://openalex.org/I4210148345","https://openalex.org/I4210165170"]}],"countries":["RW"],"is_corresponding":false,"raw_author_name":"Raphael Uwamahoro","raw_affiliation_strings":["University of Rwanda,Regional Centre of Excellence in Biomedical Engineering and e-Health,Kigali,Rwanda"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Rwanda,Regional Centre of Excellence in Biomedical Engineering and e-Health,Kigali,Rwanda","institution_ids":["https://openalex.org/I4210148345"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001286352","display_name":"C\u00e9lestin Twizere","orcid":"https://orcid.org/0000-0001-6912-814X"},"institutions":[{"id":"https://openalex.org/I4210148345","display_name":"Rwanda Biomedical Center","ror":"https://ror.org/03jggqf79","country_code":"RW","type":"healthcare","lineage":["https://openalex.org/I4210148345","https://openalex.org/I4210165170"]}],"countries":["RW"],"is_corresponding":false,"raw_author_name":"Celestin Twizere","raw_affiliation_strings":["University of Rwanda,Regional Centre of Excellence in Biomedical Engineering and e-Health,Kigali,Rwanda"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Rwanda,Regional Centre of Excellence in Biomedical Engineering and e-Health,Kigali,Rwanda","institution_ids":["https://openalex.org/I4210148345"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068576947","display_name":"Innocent Uwiringiyimana","orcid":null},"institutions":[{"id":"https://openalex.org/I4210087849","display_name":"University of Rwanda","ror":"https://ror.org/00286hs46","country_code":"RW","type":"education","lineage":["https://openalex.org/I4210087849"]}],"countries":["RW"],"is_corresponding":false,"raw_author_name":"Innocent Uwiringiyimana","raw_affiliation_strings":["University of Rwanda,African Centre of Excellence in Internet of Things,Kigali,Rwanda"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Rwanda,African Centre of Excellence in Internet of Things,Kigali,Rwanda","institution_ids":["https://openalex.org/I4210087849"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130750705","display_name":"Alexie Mushikiwabeza","orcid":null},"institutions":[{"id":"https://openalex.org/I4210148345","display_name":"Rwanda Biomedical Center","ror":"https://ror.org/03jggqf79","country_code":"RW","type":"healthcare","lineage":["https://openalex.org/I4210148345","https://openalex.org/I4210165170"]}],"countries":["RW"],"is_corresponding":false,"raw_author_name":"Alexie Mushikiwabeza","raw_affiliation_strings":["University of Rwanda,Regional Centre of Excellence in Biomedical Engineering and e-Health,Kigali,Rwanda"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Rwanda,Regional Centre of Excellence in Biomedical Engineering and e-Health,Kigali,Rwanda","institution_ids":["https://openalex.org/I4210148345"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002764271","display_name":"Gilbert Ndayisenga","orcid":null},"institutions":[{"id":"https://openalex.org/I4210087849","display_name":"University of Rwanda","ror":"https://ror.org/00286hs46","country_code":"RW","type":"education","lineage":["https://openalex.org/I4210087849"]}],"countries":["RW"],"is_corresponding":false,"raw_author_name":"Gilbert Ndayisenga","raw_affiliation_strings":["University of Rwanda,African Centre of Excellence in Internet of Things,Kigali,Rwanda"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Rwanda,African Centre of Excellence in Internet of Things,Kigali,Rwanda","institution_ids":["https://openalex.org/I4210087849"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.36897106,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12279","display_name":"Body Composition Measurement Techniques","score":0.8652999997138977,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T12279","display_name":"Body Composition Measurement Techniques","score":0.8652999997138977,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10397","display_name":"Nutrition and Health in Aging","score":0.012900000438094139,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13354","display_name":"Genetics and Physical Performance","score":0.005100000184029341,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/anthropometry","display_name":"Anthropometry","score":0.4927000105381012},{"id":"https://openalex.org/keywords/body-fat-percentage","display_name":"Body fat percentage","score":0.46050000190734863},{"id":"https://openalex.org/keywords/energy-expenditure","display_name":"Energy expenditure","score":0.26489999890327454},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.2630999982357025},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.26190000772476196}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5152000188827515},{"id":"https://openalex.org/C61427482","wikidata":"https://www.wikidata.org/wiki/Q6656244","display_name":"Anthropometry","level":2,"score":0.4927000105381012},{"id":"https://openalex.org/C2780005051","wikidata":"https://www.wikidata.org/wiki/Q797258","display_name":"Body fat percentage","level":3,"score":0.46050000190734863},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4392000138759613},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3910999894142151},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.3553999960422516},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.34220001101493835},{"id":"https://openalex.org/C2988147884","wikidata":"https://www.wikidata.org/wiki/Q5377024","display_name":"Energy expenditure","level":2,"score":0.26489999890327454},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.2630999982357025},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.26190000772476196},{"id":"https://openalex.org/C147583825","wikidata":"https://www.wikidata.org/wiki/Q620876","display_name":"Body weight","level":2,"score":0.2500999867916107}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icce67443.2026.11449683","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icce67443.2026.11449683","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE International Conference on Consumer Electronics (ICCE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/5","display_name":"Gender equality","score":0.5613946318626404}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2144233147","https://openalex.org/W2612603124","https://openalex.org/W2625006908","https://openalex.org/W2885146574","https://openalex.org/W2899885077","https://openalex.org/W2904867041","https://openalex.org/W2914172574","https://openalex.org/W3012256779","https://openalex.org/W4361008177","https://openalex.org/W4396912794","https://openalex.org/W4399491352","https://openalex.org/W4399543750","https://openalex.org/W4403004145","https://openalex.org/W4407925949","https://openalex.org/W4412492130","https://openalex.org/W4413327515"],"related_works":[],"abstract_inverted_index":{"The":[0,105,117,153,201,222],"estimation":[1,51,80,214],"of":[2,15,26,46,76,97,127,144,147,160,169,185,197,213,227],"body":[3],"fat":[4],"percentage":[5],"(BFP)":[6],"is":[7],"vital":[8],"for":[9,110,149,162,187,237],"obesity":[10],"management":[11],"and":[12,38,74,102,132,158,165,167,173,192,195,230],"the":[13,44,94,114,136,150,178,188,225],"prevention":[14],"associated":[16],"metabolic":[17,34],"disorders.":[18],"Anthropometric":[19],"measurements":[20],"offer":[21],"a":[22,210],"promising":[23],"non-invasive":[24],"technique":[25],"BFP":[27,50,79,234],"prediction.":[28],"While":[29],"existing":[30],"literature":[31],"address":[32],"different":[33],"characteristics":[35],"from":[36],"male":[37,101,131,163],"female,":[39],"along":[40],"with":[41,138,172,190,219],"BMI":[42,77,115,140,175,231],"factor,":[43],"influence":[45],"sex-dependent":[47,206],"variations":[48],"on":[49],"model":[52,71,89,106,122,137,154,180],"performance":[53],"has":[54],"not":[55],"been":[56],"thoroughly":[57],"examined.":[58],"This":[59],"study":[60],"presents":[61],"XGBoost-":[62],"Back":[63],"propagation":[64,87],"neural":[65],"network":[66],"(BPNN)":[67],"regression":[68,88],"framework":[69],"to":[70,92,217],"sex-specific":[72],"differences":[73],"integration":[75],"in":[78,233],"using":[81,129],"anthropometric":[82,98,207],"variables.":[83],"A":[84],"hybrid":[85],"XGBoost-back":[86],"was":[90,107],"implemented":[91],"assess":[93],"predictive":[95],"level":[96],"features":[99,208],"across":[100],"female":[103,133],"adults.":[104],"also":[108],"assessed":[109],"generalizability":[111],"by":[112],"integrating":[113,205],"feature.":[116],"results":[118],"show":[119],"that":[120,204],"XGBoost-BPNN":[121],"yielded":[123,142],"R2of":[124,156,182,193],"0.998,":[125],"RMSE":[126,146,159,168,184,196],"0.011":[128,161],"both":[130],"dataset":[134,218],"outperforming":[135,177],"no":[139],"which":[141],"0.851":[143],"R2and":[145],"0.606":[148],"validation":[151],"portion.":[152],"showed":[155],"1":[157],"subjects":[164],"0.997":[166],"0.077":[170],"respectively":[171],"without":[174,199],"feature,":[176],"female-based":[179],"at":[181],"0.995,":[183],"0.325":[186],"data":[189],"BMI,":[191],"0.898":[194],"0.345":[198],"BMI.":[200],"findings":[202],"reveal":[203],"present":[209],"remarkable":[211],"difference":[212],"accuracy":[215],"compared":[216],"sex-agnostic":[220],"approaches.":[221],"outcomes":[223],"enhance":[224],"importance":[226],"considering":[228],"gender":[229],"information":[232],"modelling":[235],"used":[236],"health":[238],"monitoring.":[239]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2026-03-28T00:00:00"}
