{"id":"https://openalex.org/W4319461706","doi":"https://doi.org/10.1093/bib/bbad043","title":"MAK: a machine learning framework improved genomic prediction via multi-target ensemble regressor chains and automatic selection of assistant traits","display_name":"MAK: a machine learning framework improved genomic prediction via multi-target ensemble regressor chains and automatic selection of assistant traits","publication_year":2023,"publication_date":"2023-02-08","ids":{"openalex":"https://openalex.org/W4319461706","doi":"https://doi.org/10.1093/bib/bbad043","pmid":"https://pubmed.ncbi.nlm.nih.gov/36752363"},"language":"en","primary_location":{"id":"doi:10.1093/bib/bbad043","is_oa":false,"landing_page_url":"https://doi.org/10.1093/bib/bbad043","pdf_url":null,"source":{"id":"https://openalex.org/S91767247","display_name":"Briefings in Bioinformatics","issn_l":"1467-5463","issn":["1467-5463","1477-4054"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Briefings in Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"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/A5038973496","display_name":"Mang Liang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210138501","display_name":"Chinese Academy of Agricultural Sciences","ror":"https://ror.org/0313jb750","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210127390","https://openalex.org/I4210138501","https://openalex.org/I4210151987"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mang Liang","raw_affiliation_strings":["Chinese Academy of Agricultural Sciences Institute of Animal Science"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chinese Academy of Agricultural Sciences Institute of Animal Science","institution_ids":["https://openalex.org/I4210138501"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029207593","display_name":"Sheng Cao","orcid":"https://orcid.org/0000-0002-6418-8925"},"institutions":[{"id":"https://openalex.org/I4210138501","display_name":"Chinese Academy of Agricultural Sciences","ror":"https://ror.org/0313jb750","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210127390","https://openalex.org/I4210138501","https://openalex.org/I4210151987"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sheng Cao","raw_affiliation_strings":["Chinese Academy of Agricultural Sciences Institute of Animal Science"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chinese Academy of Agricultural Sciences Institute of Animal Science","institution_ids":["https://openalex.org/I4210138501"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002310590","display_name":"Tianyu Deng","orcid":"https://orcid.org/0009-0008-9835-4961"},"institutions":[{"id":"https://openalex.org/I4210138501","display_name":"Chinese Academy of Agricultural Sciences","ror":"https://ror.org/0313jb750","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210127390","https://openalex.org/I4210138501","https://openalex.org/I4210151987"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianyu Deng","raw_affiliation_strings":["Chinese Academy of Agricultural Sciences Institute of Animal Science"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chinese Academy of Agricultural Sciences Institute of Animal Science","institution_ids":["https://openalex.org/I4210138501"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048572787","display_name":"Lili Du","orcid":"https://orcid.org/0000-0003-1740-1209"},"institutions":[{"id":"https://openalex.org/I4210138501","display_name":"Chinese Academy of Agricultural Sciences","ror":"https://ror.org/0313jb750","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210127390","https://openalex.org/I4210138501","https://openalex.org/I4210151987"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lili Du","raw_affiliation_strings":["Chinese Academy of Agricultural Sciences Institute of Animal Science"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chinese Academy of Agricultural Sciences Institute of Animal Science","institution_ids":["https://openalex.org/I4210138501"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082240111","display_name":"Keanning Li","orcid":null},"institutions":[{"id":"https://openalex.org/I4210138501","display_name":"Chinese Academy of Agricultural Sciences","ror":"https://ror.org/0313jb750","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210127390","https://openalex.org/I4210138501","https://openalex.org/I4210151987"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Keanning Li","raw_affiliation_strings":["Chinese Academy of Agricultural Sciences Institute of Animal Science"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chinese Academy of Agricultural Sciences Institute of Animal Science","institution_ids":["https://openalex.org/I4210138501"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023550382","display_name":"Bingxing An","orcid":"https://orcid.org/0000-0003-4121-7364"},"institutions":[{"id":"https://openalex.org/I4210138501","display_name":"Chinese Academy of Agricultural Sciences","ror":"https://ror.org/0313jb750","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210127390","https://openalex.org/I4210138501","https://openalex.org/I4210151987"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bingxing An","raw_affiliation_strings":["Chinese Academy of Agricultural Sciences Institute of Animal Science"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chinese Academy of Agricultural Sciences Institute of Animal Science","institution_ids":["https://openalex.org/I4210138501"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001096334","display_name":"Yueying Du","orcid":null},"institutions":[{"id":"https://openalex.org/I4210138501","display_name":"Chinese Academy of Agricultural Sciences","ror":"https://ror.org/0313jb750","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210127390","https://openalex.org/I4210138501","https://openalex.org/I4210151987"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yueying Du","raw_affiliation_strings":["Chinese Academy of Agricultural Sciences Institute of Animal Science"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chinese Academy of Agricultural Sciences Institute of Animal Science","institution_ids":["https://openalex.org/I4210138501"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044571364","display_name":"Lingyang Xu","orcid":"https://orcid.org/0000-0002-8463-6668"},"institutions":[{"id":"https://openalex.org/I4210138501","display_name":"Chinese Academy of Agricultural Sciences","ror":"https://ror.org/0313jb750","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210127390","https://openalex.org/I4210138501","https://openalex.org/I4210151987"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lingyang Xu","raw_affiliation_strings":["Chinese Academy of Agricultural Sciences Institute of Animal Science"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chinese Academy of Agricultural Sciences Institute of Animal Science","institution_ids":["https://openalex.org/I4210138501"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029060072","display_name":"Lupei Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210138501","display_name":"Chinese Academy of Agricultural Sciences","ror":"https://ror.org/0313jb750","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210127390","https://openalex.org/I4210138501","https://openalex.org/I4210151987"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lupei Zhang","raw_affiliation_strings":["Chinese Academy of Agricultural Sciences Institute of Animal Science"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chinese Academy of Agricultural Sciences Institute of Animal Science","institution_ids":["https://openalex.org/I4210138501"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101456403","display_name":"Xue Gao","orcid":"https://orcid.org/0000-0002-9083-6658"},"institutions":[{"id":"https://openalex.org/I4210138501","display_name":"Chinese Academy of Agricultural Sciences","ror":"https://ror.org/0313jb750","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210127390","https://openalex.org/I4210138501","https://openalex.org/I4210151987"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xue Gao","raw_affiliation_strings":["Chinese Academy of Agricultural Sciences Institute of Animal Science"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chinese Academy of Agricultural Sciences Institute of Animal Science","institution_ids":["https://openalex.org/I4210138501"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112117050","display_name":"Junya Li","orcid":null},"institutions":[{"id":"https://openalex.org/I4210138501","display_name":"Chinese Academy of Agricultural Sciences","ror":"https://ror.org/0313jb750","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210127390","https://openalex.org/I4210138501","https://openalex.org/I4210151987"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junya Li","raw_affiliation_strings":["Chinese Academy of Agricultural Sciences Institute of Animal Science"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chinese Academy of Agricultural Sciences Institute of Animal Science","institution_ids":["https://openalex.org/I4210138501"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100428917","display_name":"Peng Guo","orcid":null},"institutions":[{"id":"https://openalex.org/I11849452","display_name":"Tianjin Agricultural University","ror":"https://ror.org/0010b6s72","country_code":"CN","type":"education","lineage":["https://openalex.org/I11849452"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Guo","raw_affiliation_strings":["Tianjin Agricultural University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin Agricultural University","institution_ids":["https://openalex.org/I11849452"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022101847","display_name":"Huijiang Gao","orcid":"https://orcid.org/0000-0003-4924-9416"},"institutions":[{"id":"https://openalex.org/I4210138501","display_name":"Chinese Academy of Agricultural Sciences","ror":"https://ror.org/0313jb750","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210127390","https://openalex.org/I4210138501","https://openalex.org/I4210151987"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Huijiang Gao","raw_affiliation_strings":["Chinese Academy of Agricultural Sciences Institute of Animal Science"],"raw_orcid":"https://orcid.org/0000-0002-5502-2528","affiliations":[{"raw_affiliation_string":"Chinese Academy of Agricultural Sciences Institute of Animal Science","institution_ids":["https://openalex.org/I4210138501"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":13,"corresponding_author_ids":["https://openalex.org/A5022101847"],"corresponding_institution_ids":["https://openalex.org/I4210138501"],"apc_list":{"value":4011,"currency":"USD","value_usd":4011},"apc_paid":null,"fwci":4.1371,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.94035355,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"24","issue":"2","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10594","display_name":"Genetic and phenotypic traits in livestock","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T10594","display_name":"Genetic and phenotypic traits in livestock","score":1.0,"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"}},{"id":"https://openalex.org/T11468","display_name":"Genetic Mapping and Diversity in Plants and Animals","score":0.9991999864578247,"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"}},{"id":"https://openalex.org/T11229","display_name":"Genetics and Plant Breeding","score":0.98580002784729,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant 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/trait","display_name":"Trait","score":0.8511759042739868},{"id":"https://openalex.org/keywords/genomic-selection","display_name":"Genomic selection","score":0.5647962093353271},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5061017870903015},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.49872803688049316},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.47190576791763306},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.46178656816482544},{"id":"https://openalex.org/keywords/best-linear-unbiased-prediction","display_name":"Best linear unbiased prediction","score":0.45959600806236267},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4296630620956421},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4287770986557007},{"id":"https://openalex.org/keywords/quantitative-trait-locus","display_name":"Quantitative trait locus","score":0.4184766411781311},{"id":"https://openalex.org/keywords/computational-biology","display_name":"Computational biology","score":0.3828897476196289},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.3766930103302002},{"id":"https://openalex.org/keywords/genotype","display_name":"Genotype","score":0.35057899355888367},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.3181377053260803},{"id":"https://openalex.org/keywords/genetics","display_name":"Genetics","score":0.2659359574317932},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.202409029006958},{"id":"https://openalex.org/keywords/gene","display_name":"Gene","score":0.14436805248260498}],"concepts":[{"id":"https://openalex.org/C106934330","wikidata":"https://www.wikidata.org/wiki/Q1971873","display_name":"Trait","level":2,"score":0.8511759042739868},{"id":"https://openalex.org/C2992444039","wikidata":"https://www.wikidata.org/wiki/Q17145598","display_name":"Genomic selection","level":5,"score":0.5647962093353271},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5061017870903015},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.49872803688049316},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47190576791763306},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.46178656816482544},{"id":"https://openalex.org/C103545067","wikidata":"https://www.wikidata.org/wiki/Q796265","display_name":"Best linear unbiased prediction","level":3,"score":0.45959600806236267},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4296630620956421},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4287770986557007},{"id":"https://openalex.org/C81941488","wikidata":"https://www.wikidata.org/wiki/Q853421","display_name":"Quantitative trait locus","level":3,"score":0.4184766411781311},{"id":"https://openalex.org/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.3828897476196289},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.3766930103302002},{"id":"https://openalex.org/C135763542","wikidata":"https://www.wikidata.org/wiki/Q106016","display_name":"Genotype","level":3,"score":0.35057899355888367},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.3181377053260803},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.2659359574317932},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.202409029006958},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.14436805248260498},{"id":"https://openalex.org/C153209595","wikidata":"https://www.wikidata.org/wiki/Q501128","display_name":"Single-nucleotide polymorphism","level":4,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"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":"D000069600","descriptor_name":"Plant Breeding","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069600","descriptor_name":"Plant Breeding","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069600","descriptor_name":"Plant Breeding","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005838","descriptor_name":"Genotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005838","descriptor_name":"Genotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005838","descriptor_name":"Genotype","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":"D007231","descriptor_name":"Infant, Newborn","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007231","descriptor_name":"Infant, Newborn","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007231","descriptor_name":"Infant, Newborn","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008957","descriptor_name":"Models, Genetic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008957","descriptor_name":"Models, Genetic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008957","descriptor_name":"Models, Genetic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D010641","descriptor_name":"Phenotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010641","descriptor_name":"Phenotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010641","descriptor_name":"Phenotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D023281","descriptor_name":"Genomics","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D023281","descriptor_name":"Genomics","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D023281","descriptor_name":"Genomics","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1093/bib/bbad043","is_oa":false,"landing_page_url":"https://doi.org/10.1093/bib/bbad043","pdf_url":null,"source":{"id":"https://openalex.org/S91767247","display_name":"Briefings in Bioinformatics","issn_l":"1467-5463","issn":["1467-5463","1477-4054"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Briefings in Bioinformatics","raw_type":"journal-article"},{"id":"pmid:36752363","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36752363","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":"Briefings in bioinformatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8836304600","display_name":null,"funder_award_id":"32172693","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W806418344","https://openalex.org/W1523388120","https://openalex.org/W1565746575","https://openalex.org/W1928998639","https://openalex.org/W1970149620","https://openalex.org/W1988538876","https://openalex.org/W1993490180","https://openalex.org/W2017586115","https://openalex.org/W2023673366","https://openalex.org/W2033670977","https://openalex.org/W2034361844","https://openalex.org/W2059206901","https://openalex.org/W2064013109","https://openalex.org/W2067715889","https://openalex.org/W2075417464","https://openalex.org/W2077700001","https://openalex.org/W2108583185","https://openalex.org/W2121055103","https://openalex.org/W2122347864","https://openalex.org/W2125043961","https://openalex.org/W2157024002","https://openalex.org/W2161633633","https://openalex.org/W2166033750","https://openalex.org/W2262801583","https://openalex.org/W2283039974","https://openalex.org/W2303043072","https://openalex.org/W2317595980","https://openalex.org/W2561769852","https://openalex.org/W2597701578","https://openalex.org/W2760544538","https://openalex.org/W2773068211","https://openalex.org/W2789833233","https://openalex.org/W2796468311","https://openalex.org/W2890804331","https://openalex.org/W2905577432","https://openalex.org/W2915374867","https://openalex.org/W2915405964","https://openalex.org/W2919115771","https://openalex.org/W2981915280","https://openalex.org/W2987479291","https://openalex.org/W3003752746","https://openalex.org/W3012909962","https://openalex.org/W3036465674","https://openalex.org/W3041530105","https://openalex.org/W3159144092","https://openalex.org/W3185352006","https://openalex.org/W3185360271","https://openalex.org/W3188659381","https://openalex.org/W3198507020","https://openalex.org/W4205769562","https://openalex.org/W4241223114","https://openalex.org/W4286250163","https://openalex.org/W6647460891","https://openalex.org/W6683131423","https://openalex.org/W6712961337"],"related_works":["https://openalex.org/W2246145449","https://openalex.org/W3022063148","https://openalex.org/W3042308140","https://openalex.org/W4391933109","https://openalex.org/W4296344154","https://openalex.org/W2157263348","https://openalex.org/W4390953265","https://openalex.org/W4362693039","https://openalex.org/W2508879308","https://openalex.org/W2018457274"],"abstract_inverted_index":{"Incorporating":[0],"the":[1,6,10,16,20,37,41,47,57,69,73,78,85,91,97,114,123,129,137],"genotypic":[2,101],"and":[3,25,43,83,122,133,136,149],"phenotypic":[4,38],"of":[5,19,40,46,72,96,107,140],"correlated":[7,42],"traits":[8],"into":[9],"multi-trait":[11],"model":[12],"can":[13],"significantly":[14,110],"improve":[15,68],"prediction":[17,70,105],"accuracy":[18,71],"target":[21,44,74,98],"trait":[22,45,75,87,99,125],"in":[23,34,128],"animal":[24,132],"plant":[26,134],"breeding,":[27],"as":[28,30],"well":[29],"human":[31],"genetics.":[32],"However,":[33],"most":[35],"cases,":[36],"information":[39,102],"individual":[48],"to":[49,67],"be":[50],"evaluated":[51],"was":[52,109,142],"null":[53],"simultaneously,":[54],"particularly":[55],"for":[56],"newborn.":[58],"Therefore,":[59],"we":[60],"propose":[61],"a":[62],"machine":[63],"learning":[64],"framework,":[65],"MAK,":[66],"by":[76],"constructing":[77],"multi-target":[79],"ensemble":[80],"regression":[81],"chains":[82],"selecting":[84],"assistant":[86],"automatically,":[88],"which":[89],"predicted":[90],"genomic":[92,115],"estimated":[93],"breeding":[94],"values":[95],"using":[100],"only.":[103],"The":[104],"ability":[106],"MAK":[108,141],"more":[111],"robust":[112],"than":[113,147],"best":[116],"linear":[117],"unbiased":[118],"prediction,":[119],"BayesB,":[120],"BayesRR":[121],"multi":[124],"Bayesian":[126],"method":[127],"four":[130],"real":[131],"datasets,":[135],"computational":[138],"efficiency":[139],"roughly":[143],"100":[144],"times":[145],"faster":[146],"BayesB":[148],"BayesRR.":[150]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-05-13T08:25:38.343686","created_date":"2025-10-10T00:00:00"}