{"id":"https://openalex.org/W2965770422","doi":"https://doi.org/10.1109/dessert.2019.8770032","title":"Application of Unsupervised Learning in Weight-Loss Categorisation for Weight Management Programs","display_name":"Application of Unsupervised Learning in Weight-Loss Categorisation for Weight Management Programs","publication_year":2019,"publication_date":"2019-06-01","ids":{"openalex":"https://openalex.org/W2965770422","doi":"https://doi.org/10.1109/dessert.2019.8770032","mag":"2965770422"},"language":"en","primary_location":{"id":"doi:10.1109/dessert.2019.8770032","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dessert.2019.8770032","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 10th International Conference on Dependable Systems, Services and Technologies (DESSERT)","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/A5084766737","display_name":"Oladapo Babajide","orcid":null},"institutions":[{"id":"https://openalex.org/I4210087747","display_name":"Creative Technologies (United States)","ror":"https://ror.org/001qkb777","country_code":"US","type":"company","lineage":["https://openalex.org/I4210087747"]},{"id":"https://openalex.org/I84027002","display_name":"Leeds Beckett University","ror":"https://ror.org/02xsh5r57","country_code":"GB","type":"education","lineage":["https://openalex.org/I84027002"]}],"countries":["GB","US"],"is_corresponding":false,"raw_author_name":"Oladapo Babajide","raw_affiliation_strings":["School of Computing, Creative Technologies, and Engineering, Leeds Beckett University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, Creative Technologies, and Engineering, Leeds Beckett University","institution_ids":["https://openalex.org/I4210087747","https://openalex.org/I84027002"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062823430","display_name":"Hissam Tawfik","orcid":"https://orcid.org/0000-0002-3613-0910"},"institutions":[{"id":"https://openalex.org/I4210087747","display_name":"Creative Technologies (United States)","ror":"https://ror.org/001qkb777","country_code":"US","type":"company","lineage":["https://openalex.org/I4210087747"]},{"id":"https://openalex.org/I84027002","display_name":"Leeds Beckett University","ror":"https://ror.org/02xsh5r57","country_code":"GB","type":"education","lineage":["https://openalex.org/I84027002"]}],"countries":["GB","US"],"is_corresponding":false,"raw_author_name":"Hissam Tawfik","raw_affiliation_strings":["School of Computing, Creative Technologies, and Engineering, Leeds Beckett University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, Creative Technologies, and Engineering, Leeds Beckett University","institution_ids":["https://openalex.org/I4210087747","https://openalex.org/I84027002"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020530193","display_name":"Anna Palczewska","orcid":"https://orcid.org/0000-0002-6196-9582"},"institutions":[{"id":"https://openalex.org/I4210087747","display_name":"Creative Technologies (United States)","ror":"https://ror.org/001qkb777","country_code":"US","type":"company","lineage":["https://openalex.org/I4210087747"]},{"id":"https://openalex.org/I84027002","display_name":"Leeds Beckett University","ror":"https://ror.org/02xsh5r57","country_code":"GB","type":"education","lineage":["https://openalex.org/I84027002"]}],"countries":["GB","US"],"is_corresponding":false,"raw_author_name":"Anna Palczewska","raw_affiliation_strings":["School of Computing, Creative Technologies, and Engineering, Leeds Beckett University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, Creative Technologies, and Engineering, Leeds Beckett University","institution_ids":["https://openalex.org/I4210087747","https://openalex.org/I84027002"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002429553","display_name":"Anatoliy Gorbenko","orcid":"https://orcid.org/0000-0001-6757-1797"},"institutions":[{"id":"https://openalex.org/I4210087747","display_name":"Creative Technologies (United States)","ror":"https://ror.org/001qkb777","country_code":"US","type":"company","lineage":["https://openalex.org/I4210087747"]},{"id":"https://openalex.org/I84027002","display_name":"Leeds Beckett University","ror":"https://ror.org/02xsh5r57","country_code":"GB","type":"education","lineage":["https://openalex.org/I84027002"]}],"countries":["GB","US"],"is_corresponding":false,"raw_author_name":"Anatoliy Gorbenko","raw_affiliation_strings":["School of Computing, Creative Technologies, and Engineering, Leeds Beckett University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, Creative Technologies, and Engineering, Leeds Beckett University","institution_ids":["https://openalex.org/I4210087747","https://openalex.org/I84027002"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048067129","display_name":"Arne Astrup","orcid":"https://orcid.org/0000-0001-8968-8996"},"institutions":[{"id":"https://openalex.org/I124055696","display_name":"University of Copenhagen","ror":"https://ror.org/035b05819","country_code":"DK","type":"education","lineage":["https://openalex.org/I124055696"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Arne Astrup","raw_affiliation_strings":["Department of Nutriton, Exercise and Sports, University of Copenhagen, Copenhagen, Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Nutriton, Exercise and Sports, University of Copenhagen, Copenhagen, Denmark","institution_ids":["https://openalex.org/I124055696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100738225","display_name":"J. Alfredo Mart\u00edn\u00e9z","orcid":"https://orcid.org/0000-0001-5218-6941"},"institutions":[{"id":"https://openalex.org/I88155538","display_name":"Universidad de Navarra","ror":"https://ror.org/02rxc7m23","country_code":"ES","type":"education","lineage":["https://openalex.org/I88155538"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"J. Alfredo Martinez","raw_affiliation_strings":["Centre for Nutrition research, University of Navarra, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Nutrition research, University of Navarra, Spain","institution_ids":["https://openalex.org/I88155538"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059730125","display_name":"Jean\u2010Michel Oppert","orcid":"https://orcid.org/0000-0003-0324-4820"},"institutions":[{"id":"https://openalex.org/I39804081","display_name":"Sorbonne Universit\u00e9","ror":"https://ror.org/02en5vm52","country_code":"FR","type":"education","lineage":["https://openalex.org/I39804081"]},{"id":"https://openalex.org/I4210121705","display_name":"Piti\u00e9-Salp\u00eatri\u00e8re Hospital","ror":"https://ror.org/02mh9a093","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210097159","https://openalex.org/I4210121705"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Jean-Michel Oppert","raw_affiliation_strings":["Department of Nutrition Pitie-Salpetriere Hospital, Sorbonne University, Paris, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Nutrition Pitie-Salpetriere Hospital, Sorbonne University, Paris, France","institution_ids":["https://openalex.org/I39804081","https://openalex.org/I4210121705"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015729633","display_name":"Thorkild I. A. S\u00f8rensen","orcid":"https://orcid.org/0000-0003-4821-430X"},"institutions":[{"id":"https://openalex.org/I124055696","display_name":"University of Copenhagen","ror":"https://ror.org/035b05819","country_code":"DK","type":"education","lineage":["https://openalex.org/I124055696"]},{"id":"https://openalex.org/I2801134892","display_name":"Novo Nordisk Foundation","ror":"https://ror.org/04txyc737","country_code":"DK","type":"facility","lineage":["https://openalex.org/I2801134892"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Thorkild IA Sorensen","raw_affiliation_strings":["Novo Nordisk Foundation Center for Basic Metabolic Research and Department of Public Health, University of Copenhagen, Copenhagen, Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Novo Nordisk Foundation Center for Basic Metabolic Research and Department of Public Health, University of Copenhagen, Copenhagen, Denmark","institution_ids":["https://openalex.org/I124055696","https://openalex.org/I2801134892"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"1","issue":null,"first_page":"94","last_page":"101"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12873","display_name":"Nutrition, Health and Food Behavior","score":0.9574000239372253,"subfield":{"id":"https://openalex.org/subfields/2916","display_name":"Nutrition and Dietetics"},"field":{"id":"https://openalex.org/fields/29","display_name":"Nursing"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T12873","display_name":"Nutrition, Health and Food Behavior","score":0.9574000239372253,"subfield":{"id":"https://openalex.org/subfields/2916","display_name":"Nutrition and Dietetics"},"field":{"id":"https://openalex.org/fields/29","display_name":"Nursing"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10866","display_name":"Nutritional Studies and Diet","score":0.9535999894142151,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6842819452285767},{"id":"https://openalex.org/keywords/unsupervised-learning","display_name":"Unsupervised learning","score":0.5765270590782166},{"id":"https://openalex.org/keywords/weight-loss","display_name":"Weight loss","score":0.466185063123703},{"id":"https://openalex.org/keywords/weight-management","display_name":"Weight management","score":0.45320063829421997},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4448608160018921},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37009334564208984},{"id":"https://openalex.org/keywords/obesity","display_name":"Obesity","score":0.09386363625526428},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.07863160967826843}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6842819452285767},{"id":"https://openalex.org/C8038995","wikidata":"https://www.wikidata.org/wiki/Q1152135","display_name":"Unsupervised learning","level":2,"score":0.5765270590782166},{"id":"https://openalex.org/C544821477","wikidata":"https://www.wikidata.org/wiki/Q718113","display_name":"Weight loss","level":3,"score":0.466185063123703},{"id":"https://openalex.org/C34320749","wikidata":"https://www.wikidata.org/wiki/Q17087302","display_name":"Weight management","level":4,"score":0.45320063829421997},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4448608160018921},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37009334564208984},{"id":"https://openalex.org/C511355011","wikidata":"https://www.wikidata.org/wiki/Q12174","display_name":"Obesity","level":2,"score":0.09386363625526428},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.07863160967826843},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/dessert.2019.8770032","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dessert.2019.8770032","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 10th International Conference on Dependable Systems, Services and Technologies (DESSERT)","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.atira.dk:openaire_cris_publications/a6575807-cc23-41f4-a1e9-4cbb15f400f7","is_oa":false,"landing_page_url":"https://researchprofiles.ku.dk/da/publications/a6575807-cc23-41f4-a1e9-4cbb15f400f7","pdf_url":null,"source":{"id":"https://openalex.org/S4306401983","display_name":"Research at the University of Copenhagen (University of Copenhagen)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I124055696","host_organization_name":"University of Copenhagen","host_organization_lineage":["https://openalex.org/I124055696"],"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":"contributionToPeriodical"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5400000214576721,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W171141939","https://openalex.org/W1098766027","https://openalex.org/W1507544250","https://openalex.org/W1745396860","https://openalex.org/W1977556410","https://openalex.org/W1985769905","https://openalex.org/W1987835092","https://openalex.org/W1994771098","https://openalex.org/W2001030811","https://openalex.org/W2071949631","https://openalex.org/W2102807338","https://openalex.org/W2107065593","https://openalex.org/W2108674713","https://openalex.org/W2117276509","https://openalex.org/W2124972954","https://openalex.org/W2152306641","https://openalex.org/W2155732514","https://openalex.org/W2163362890","https://openalex.org/W2753014607","https://openalex.org/W2897654176","https://openalex.org/W6606883358","https://openalex.org/W6650413766","https://openalex.org/W6743635461"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"There":[0],"has":[1],"been":[2],"an":[3],"increase":[4],"in":[5,21,35,55,60,115],"the":[6,22,80,103,107,112,131],"need":[7],"to":[8,25,37,52,110,120,129],"have":[9],"a":[10,49,61,90],"weight":[11,121,134],"management":[12,122],"system":[13],"that":[14],"prevents":[15],"adverse":[16],"health":[17],"conditions":[18],"which":[19,137],"can":[20],"future":[23],"lead":[24],"various":[26],"cardiovascular":[27],"diseases.":[28],"Several":[29],"types":[30],"of":[31,72,82],"research":[32],"were":[33],"made":[34],"attempting":[36],"understand":[38],"and":[39,44,86],"better":[40],"manage":[41],"body-weight":[42,58],"gain":[43],"obesity.This":[45],"study":[46],"focuses":[47],"on":[48,89],"data-driven":[50],"approach":[51],"identify":[53,130],"patterns":[54],"profiles":[56],"with":[57],"change":[59],"dietary":[62,83],"intervention":[63,84],"program":[64,85],"using":[65],"machine":[66,100,117],"learning":[67,101,105,118],"algorithms.":[68],"The":[69,124],"proposed":[70],"line":[71],"investigation":[73],"would":[74,95],"analyse":[75],"these":[76],"patient's":[77],"profile":[78],"at":[79],"entry":[81],"for":[87,133,140],"some,":[88],"weekly":[91],"basis.":[92],"These":[93],"attributes":[94],"serve":[96],"as":[97],"inputs":[98],"into":[99],"algorithms.From":[102],"unsupervised":[104],"perspective,":[106],"paper":[108],"seeks":[109],"address":[111],"first":[113],"stage":[114],"applying":[116],"algorithms":[119],"data.":[123],"specific":[125],"aim":[126],"here":[127],"is":[128],"thresholds":[132],"loss":[135],"categories":[136],"are":[138],"required":[139],"supervised":[141],"learning.":[142]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
