{"id":"https://openalex.org/W4406261983","doi":"https://doi.org/10.1109/bibm62325.2024.10822176","title":"Ensemble learning for heterogeneous biomarker discovery in precision dairy farming","display_name":"Ensemble learning for heterogeneous biomarker discovery in precision dairy farming","publication_year":2024,"publication_date":"2024-12-03","ids":{"openalex":"https://openalex.org/W4406261983","doi":"https://doi.org/10.1109/bibm62325.2024.10822176"},"language":"en","primary_location":{"id":"doi:10.1109/bibm62325.2024.10822176","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm62325.2024.10822176","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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/A5025498717","display_name":"Hayda Almeida","orcid":"https://orcid.org/0000-0002-3149-4547"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hayda Almeida","raw_affiliation_strings":["University of Québec in Montréal,Departement d’Informatique,Montréal,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Québec in Montréal,Departement d’Informatique,Montréal,Canada","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021411940","display_name":"Nicolas Barbeau-Gr\u00e9goire","orcid":"https://orcid.org/0009-0004-0317-9816"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nicolas Barbeau-Gr\u00e9goire","raw_affiliation_strings":["University of Montréal,Faculté de Medécine Veterinaire,Montréal,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Montréal,Faculté de Medécine Veterinaire,Montréal,Canada","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103991843","display_name":"Bilal Muhammad","orcid":null},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Bilal Muhammad","raw_affiliation_strings":["McGill University,Faculty of Animal Science,Montréal,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"McGill University,Faculty of Animal Science,Montréal,Canada","institution_ids":["https://openalex.org/I5023651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081394550","display_name":"Maxime Leduc","orcid":"https://orcid.org/0000-0001-7097-1636"},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Maxime Leduc","raw_affiliation_strings":["McGill University,Faculty of Animal Science,Montréal,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"McGill University,Faculty of Animal Science,Montréal,Canada","institution_ids":["https://openalex.org/I5023651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115840570","display_name":"Younes Chofi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Younes Chofi","raw_affiliation_strings":["University of Montréal,Faculté de Medécine Veterinaire,Montréal,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Montréal,Faculté de Medécine Veterinaire,Montréal,Canada","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088004444","display_name":"Xin Zhao","orcid":"https://orcid.org/0000-0002-1078-7332"},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Xin Zhao","raw_affiliation_strings":["McGill University,Faculty of Animal Science,Montréal,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"McGill University,Faculty of Animal Science,Montréal,Canada","institution_ids":["https://openalex.org/I5023651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070525189","display_name":"J. Dubuc","orcid":"https://orcid.org/0000-0003-1013-8372"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jocelyn Dubuc","raw_affiliation_strings":["University of Montréal,Faculté de Medécine Veterinaire,Montréal,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Montréal,Faculté de Medécine Veterinaire,Montréal,Canada","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061553529","display_name":"Abdoulaye Banir\u00e9 Diallo","orcid":"https://orcid.org/0000-0002-1168-9371"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Abdoulaye Diallo","raw_affiliation_strings":["University of Québec in Montréal,Departement d’Informatique,Montréal,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Québec in Montréal,Departement d’Informatique,Montréal,Canada","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"6234","last_page":"6239"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12486","display_name":"Food Supply Chain Traceability","score":0.9077000021934509,"subfield":{"id":"https://openalex.org/subfields/1106","display_name":"Food Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12486","display_name":"Food Supply Chain Traceability","score":0.9077000021934509,"subfield":{"id":"https://openalex.org/subfields/1106","display_name":"Food Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5906369090080261},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.4856080412864685},{"id":"https://openalex.org/keywords/precision-agriculture","display_name":"Precision agriculture","score":0.4805229604244232},{"id":"https://openalex.org/keywords/biomarker","display_name":"Biomarker","score":0.46726006269454956},{"id":"https://openalex.org/keywords/biomarker-discovery","display_name":"Biomarker discovery","score":0.4575868844985962},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3515567183494568},{"id":"https://openalex.org/keywords/agriculture","display_name":"Agriculture","score":0.34293675422668457},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3228907585144043},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.09833991527557373},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.09245792031288147},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.07717478275299072},{"id":"https://openalex.org/keywords/proteomics","display_name":"Proteomics","score":0.07119819521903992}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5906369090080261},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.4856080412864685},{"id":"https://openalex.org/C120217122","wikidata":"https://www.wikidata.org/wiki/Q740083","display_name":"Precision agriculture","level":3,"score":0.4805229604244232},{"id":"https://openalex.org/C2781197716","wikidata":"https://www.wikidata.org/wiki/Q864574","display_name":"Biomarker","level":2,"score":0.46726006269454956},{"id":"https://openalex.org/C124535831","wikidata":"https://www.wikidata.org/wiki/Q4915074","display_name":"Biomarker discovery","level":4,"score":0.4575868844985962},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3515567183494568},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.34293675422668457},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3228907585144043},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.09833991527557373},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.09245792031288147},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.07717478275299072},{"id":"https://openalex.org/C46111723","wikidata":"https://www.wikidata.org/wiki/Q471857","display_name":"Proteomics","level":3,"score":0.07119819521903992},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm62325.2024.10822176","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm62325.2024.10822176","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","score":0.8100000023841858,"display_name":"Zero hunger"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W2584132635","https://openalex.org/W2969657506","https://openalex.org/W2974138446","https://openalex.org/W2994793614","https://openalex.org/W3019159150","https://openalex.org/W3080451640","https://openalex.org/W3087313836","https://openalex.org/W3117315715","https://openalex.org/W3122823259","https://openalex.org/W3153402073","https://openalex.org/W3200056708","https://openalex.org/W3211081860","https://openalex.org/W4220872785","https://openalex.org/W4224112316","https://openalex.org/W4229078383","https://openalex.org/W4280540358","https://openalex.org/W4283584501","https://openalex.org/W4285743021","https://openalex.org/W4306403431","https://openalex.org/W4308769522","https://openalex.org/W4319993814","https://openalex.org/W4321104498","https://openalex.org/W4385235021","https://openalex.org/W4386087304","https://openalex.org/W4387767360","https://openalex.org/W4391486074","https://openalex.org/W4396721191","https://openalex.org/W4399466637"],"related_works":["https://openalex.org/W3201212491","https://openalex.org/W112583468","https://openalex.org/W4380767732","https://openalex.org/W96119380","https://openalex.org/W3023706879","https://openalex.org/W4298030740","https://openalex.org/W4404588215","https://openalex.org/W2108949684","https://openalex.org/W1965976436","https://openalex.org/W2012655824"],"abstract_inverted_index":{"Metabolic":[0],"biomarkers":[1,20],"can":[2,22],"act":[3],"as":[4],"powerful":[5],"indicators":[6],"of":[7,58,67,114,128],"dairy":[8,85,100],"cow":[9,28,86,101],"welfare.":[10],"Machine":[11],"learning":[12,76],"methods":[13],"have":[14,53,61],"been":[15,63],"applied":[16],"to":[17,27,35,65,95],"discover":[18],"discriminative":[19],"that":[21],"help":[23],"predict":[24,96],"potential":[25,97],"risks":[26,98],"health,":[29,102],"and":[30,41,60,88,90,105,120,124,132,142,153],"consequently":[31],"support":[32],"early":[33],"interventions":[34],"avoid":[36],"decline":[37],"in":[38],"animal":[39],"welfare":[40],"production":[42,107,144],"loss.":[43,108],"Previous":[44],"studies":[45],"on":[46,50,79],"predictive":[47],"models":[48,111],"based":[49,78],"metabolic":[51,92],"profiling":[52,93],"considered":[54],"a":[55],"limited":[56],"scope":[57],"biomarkers,":[59],"mostly":[62],"restricted":[64],"prediction":[66],"disease":[68],"occurrence.":[69],"This":[70],"work":[71,158],"proposes":[72],"an":[73,147],"ensemble":[74],"supervised":[75],"approach":[77],"heterogeneous":[80],"biomarker":[81],"attributes":[82],"obtained":[83],"from":[84],"profile":[87],"history,":[89],"two":[91],"methods,":[94],"for":[99,146,156],"reproduction":[103,140],"performance,":[104,141],"milk":[106],"Best":[109],"performing":[110],"are":[112,159],"composed":[113],"either":[115],"Random":[116],"Forest,":[117],"Multilayer":[118],"Perceptropn":[119],"Extra":[121],"Trees":[122],"classifiers,":[123],"achieved":[125],"F1":[126],"scores":[127],"0.81,":[129],"0.86,":[130],"0.98":[131],"0.75":[133],"when":[134],"predicting":[135],"\u2018Non-diseased\u2019,":[136],"\u2018Bad\u2019":[137],"or":[138],"\u2018Good\u2019":[139],"\u20180\u2019":[143],"loss":[145],"upcoming":[148],"lactation.":[149],"The":[150],"source":[151],"code":[152],"sample":[154],"datasets":[155],"this":[157],"made":[160],"publicly":[161],"available":[162],"at":[163],"https://github.com/bioinfoUQAM/dairy_biomarkers.":[164]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}