{"id":"https://openalex.org/W4282920361","doi":"https://doi.org/10.1093/bib/bbac202","title":"KLFDAPC: a supervised machine learning approach for spatial genetic structure analysis","display_name":"KLFDAPC: a supervised machine learning approach for spatial genetic structure analysis","publication_year":2022,"publication_date":"2022-05-07","ids":{"openalex":"https://openalex.org/W4282920361","doi":"https://doi.org/10.1093/bib/bbac202","pmid":"https://pubmed.ncbi.nlm.nih.gov/35649387"},"language":"en","primary_location":{"id":"doi:10.1093/bib/bbac202","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bib/bbac202","pdf_url":"https://academic.oup.com/bib/article-pdf/23/4/bbac202/45017018/bbac202.pdf","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":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","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":true,"oa_status":"hybrid","oa_url":"https://academic.oup.com/bib/article-pdf/23/4/bbac202/45017018/bbac202.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5030284397","display_name":"Xinghu Qin","orcid":"https://orcid.org/0000-0003-2351-3610"},"institutions":[{"id":"https://openalex.org/I16835326","display_name":"University of St Andrews","ror":"https://ror.org/02wn5qz54","country_code":"GB","type":"education","lineage":["https://openalex.org/I16835326"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Xinghu Qin","raw_affiliation_strings":["Centre for Biological Diversity, Sir Harold Mitchell Building, University of St Andrews , Fife, KY16 9TF , UK"],"affiliations":[{"raw_affiliation_string":"Centre for Biological Diversity, Sir Harold Mitchell Building, University of St Andrews , Fife, KY16 9TF , UK","institution_ids":["https://openalex.org/I16835326"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053877118","display_name":"Charleston W. K. Chiang","orcid":"https://orcid.org/0000-0002-0668-7865"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Charleston W K Chiang","raw_affiliation_strings":["Center for Genetic Epidemiology, Department of Population and Public Health Sciences, Keck School of Medicine & Department of Quantitative and Computational Biology, University of Southern California , USA"],"affiliations":[{"raw_affiliation_string":"Center for Genetic Epidemiology, Department of Population and Public Health Sciences, Keck School of Medicine & Department of Quantitative and Computational Biology, University of Southern California , USA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048187918","display_name":"Oscar E. Gaggiotti","orcid":"https://orcid.org/0000-0003-1827-1493"},"institutions":[{"id":"https://openalex.org/I16835326","display_name":"University of St Andrews","ror":"https://ror.org/02wn5qz54","country_code":"GB","type":"education","lineage":["https://openalex.org/I16835326"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Oscar E Gaggiotti","raw_affiliation_strings":["Centre for Biological Diversity, Sir Harold Mitchell Building, University of St Andrews , Fife, KY16 9TF , UK"],"affiliations":[{"raw_affiliation_string":"Centre for Biological Diversity, Sir Harold Mitchell Building, University of St Andrews , Fife, KY16 9TF , UK","institution_ids":["https://openalex.org/I16835326"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5030284397","https://openalex.org/A5048187918"],"corresponding_institution_ids":["https://openalex.org/I16835326"],"apc_list":{"value":4011,"currency":"USD","value_usd":4011},"apc_paid":{"value":4011,"currency":"USD","value_usd":4011},"fwci":0.7517,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.74700752,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":"23","issue":"4","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10012","display_name":"Genetic diversity and population structure","score":0.9958000183105469,"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/T10012","display_name":"Genetic diversity and population structure","score":0.9958000183105469,"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":0.9944999814033508,"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/T10261","display_name":"Genetic Associations and Epidemiology","score":0.9926000237464905,"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/principal-component-analysis","display_name":"Principal component analysis","score":0.7762161493301392},{"id":"https://openalex.org/keywords/linear-discriminant-analysis","display_name":"Linear discriminant analysis","score":0.6249366402626038},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.6210012435913086},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5304459929466248},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.5150101184844971},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.47841697931289673},{"id":"https://openalex.org/keywords/genome-wide-association-study","display_name":"Genome-wide association study","score":0.47215911746025085},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4437127113342285},{"id":"https://openalex.org/keywords/genetic-structure","display_name":"Genetic structure","score":0.4287799000740051},{"id":"https://openalex.org/keywords/population-stratification","display_name":"Population stratification","score":0.41680291295051575},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3949545919895172},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.3648279309272766},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35198161005973816},{"id":"https://openalex.org/keywords/evolutionary-biology","display_name":"Evolutionary biology","score":0.3480212390422821},{"id":"https://openalex.org/keywords/genetic-variation","display_name":"Genetic variation","score":0.3364185690879822},{"id":"https://openalex.org/keywords/genetics","display_name":"Genetics","score":0.22399955987930298},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14222291111946106},{"id":"https://openalex.org/keywords/gene","display_name":"Gene","score":0.07375410199165344}],"concepts":[{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.7762161493301392},{"id":"https://openalex.org/C69738355","wikidata":"https://www.wikidata.org/wiki/Q1228929","display_name":"Linear discriminant analysis","level":2,"score":0.6249366402626038},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.6210012435913086},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5304459929466248},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5150101184844971},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.47841697931289673},{"id":"https://openalex.org/C106208931","wikidata":"https://www.wikidata.org/wiki/Q1098876","display_name":"Genome-wide association study","level":5,"score":0.47215911746025085},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4437127113342285},{"id":"https://openalex.org/C46576788","wikidata":"https://www.wikidata.org/wiki/Q5532925","display_name":"Genetic structure","level":4,"score":0.4287799000740051},{"id":"https://openalex.org/C166976648","wikidata":"https://www.wikidata.org/wiki/Q7229824","display_name":"Population stratification","level":5,"score":0.41680291295051575},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3949545919895172},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.3648279309272766},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35198161005973816},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.3480212390422821},{"id":"https://openalex.org/C68873052","wikidata":"https://www.wikidata.org/wiki/Q349856","display_name":"Genetic variation","level":3,"score":0.3364185690879822},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.22399955987930298},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14222291111946106},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.07375410199165344},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"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/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C135763542","wikidata":"https://www.wikidata.org/wiki/Q106016","display_name":"Genotype","level":3,"score":0.0}],"mesh":[{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005828","descriptor_name":"Genetics, Population","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005828","descriptor_name":"Genetics, Population","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005828","descriptor_name":"Genetics, Population","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005828","descriptor_name":"Genetics, Population","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016002","descriptor_name":"Discriminant Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016002","descriptor_name":"Discriminant Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016002","descriptor_name":"Discriminant Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016002","descriptor_name":"Discriminant Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020641","descriptor_name":"Polymorphism, Single Nucleotide","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020641","descriptor_name":"Polymorphism, Single Nucleotide","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020641","descriptor_name":"Polymorphism, Single Nucleotide","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020641","descriptor_name":"Polymorphism, Single Nucleotide","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D025341","descriptor_name":"Principal Component Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D025341","descriptor_name":"Principal Component Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D025341","descriptor_name":"Principal Component Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D025341","descriptor_name":"Principal Component Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D040342","descriptor_name":"Genetic Structures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D040342","descriptor_name":"Genetic Structures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D040342","descriptor_name":"Genetic Structures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D040342","descriptor_name":"Genetic Structures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1093/bib/bbac202","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bib/bbac202","pdf_url":"https://academic.oup.com/bib/article-pdf/23/4/bbac202/45017018/bbac202.pdf","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":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Briefings in Bioinformatics","raw_type":"journal-article"},{"id":"pmid:35649387","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35649387","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},{"id":"pmh:oai:pubmedcentral.nih.gov:9294434","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9294434","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Brief Bioinform","raw_type":"Text"},{"id":"pmh:oai:research-repository.st-andrews.ac.uk:10023/25543","is_oa":true,"landing_page_url":"https://hdl.handle.net/10023/25543","pdf_url":null,"source":{"id":"https://openalex.org/S4306400230","display_name":"St Andrews Research Repository (St Andrews Research Repository)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I16835326","host_organization_name":"University of St Andrews","host_organization_lineage":["https://openalex.org/I16835326"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal article"}],"best_oa_location":{"id":"doi:10.1093/bib/bbac202","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bib/bbac202","pdf_url":"https://academic.oup.com/bib/article-pdf/23/4/bbac202/45017018/bbac202.pdf","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":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Briefings in Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7599999904632568,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[{"id":"https://openalex.org/G1426318481","display_name":null,"funder_award_id":"grant","funder_id":"https://openalex.org/F4320322725","funder_display_name":"China Scholarship Council"},{"id":"https://openalex.org/G4464707296","display_name":null,"funder_award_id":"R35GM142783","funder_id":"https://openalex.org/F4320337354","funder_display_name":"National Institute of General Medical Sciences"},{"id":"https://openalex.org/G8589651859","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320322725","funder_display_name":"China Scholarship Council"}],"funders":[{"id":"https://openalex.org/F4320320278","display_name":"University of St Andrews","ror":"https://ror.org/02wn5qz54"},{"id":"https://openalex.org/F4320322725","display_name":"China Scholarship Council","ror":"https://ror.org/04atp4p48"},{"id":"https://openalex.org/F4320337354","display_name":"National Institute of General Medical Sciences","ror":"https://ror.org/04q48ey07"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4282920361.pdf","grobid_xml":"https://content.openalex.org/works/W4282920361.grobid-xml"},"referenced_works_count":82,"referenced_works":["https://openalex.org/W36951717","https://openalex.org/W195150910","https://openalex.org/W1545268764","https://openalex.org/W1627352250","https://openalex.org/W1647127564","https://openalex.org/W1833005471","https://openalex.org/W1875102469","https://openalex.org/W1966976587","https://openalex.org/W1967717085","https://openalex.org/W1968326035","https://openalex.org/W1973976434","https://openalex.org/W1974611538","https://openalex.org/W1977601452","https://openalex.org/W1981638214","https://openalex.org/W1984057069","https://openalex.org/W1990275569","https://openalex.org/W1992085420","https://openalex.org/W2001587667","https://openalex.org/W2001619934","https://openalex.org/W2018826821","https://openalex.org/W2022481980","https://openalex.org/W2024609950","https://openalex.org/W2036370928","https://openalex.org/W2047100531","https://openalex.org/W2047495447","https://openalex.org/W2056494169","https://openalex.org/W2059053558","https://openalex.org/W2062430377","https://openalex.org/W2076063813","https://openalex.org/W2083546398","https://openalex.org/W2088097174","https://openalex.org/W2098126593","https://openalex.org/W2099629766","https://openalex.org/W2101549247","https://openalex.org/W2104093114","https://openalex.org/W2106002960","https://openalex.org/W2108169091","https://openalex.org/W2114217318","https://openalex.org/W2125841181","https://openalex.org/W2132793635","https://openalex.org/W2133148918","https://openalex.org/W2135486971","https://openalex.org/W2137983211","https://openalex.org/W2138624008","https://openalex.org/W2139048500","https://openalex.org/W2145605402","https://openalex.org/W2146290595","https://openalex.org/W2149943693","https://openalex.org/W2152322845","https://openalex.org/W2153123659","https://openalex.org/W2158416439","https://openalex.org/W2286147163","https://openalex.org/W2310742968","https://openalex.org/W2332113613","https://openalex.org/W2408950168","https://openalex.org/W2537458935","https://openalex.org/W2586298664","https://openalex.org/W2593744649","https://openalex.org/W2794271661","https://openalex.org/W2883764009","https://openalex.org/W2899564321","https://openalex.org/W2945183595","https://openalex.org/W2949231000","https://openalex.org/W2950190620","https://openalex.org/W2951585336","https://openalex.org/W2966176854","https://openalex.org/W2987322729","https://openalex.org/W2990147609","https://openalex.org/W3014771378","https://openalex.org/W3025183036","https://openalex.org/W3032942004","https://openalex.org/W3118475094","https://openalex.org/W3129555148","https://openalex.org/W3182317360","https://openalex.org/W3185306500","https://openalex.org/W4294214983","https://openalex.org/W4294376238","https://openalex.org/W6638646117","https://openalex.org/W6676189307","https://openalex.org/W6682541512","https://openalex.org/W6791122215","https://openalex.org/W6796090486"],"related_works":["https://openalex.org/W1824963049","https://openalex.org/W3160512860","https://openalex.org/W2952613276","https://openalex.org/W3166277917","https://openalex.org/W2144043445","https://openalex.org/W2159428651","https://openalex.org/W2765703796","https://openalex.org/W2073392659","https://openalex.org/W3158259315","https://openalex.org/W2267163598"],"abstract_inverted_index":{"Geographic":[0],"patterns":[1],"of":[2,34,67,86,94,100,130,149,155,162,183],"human":[3,10],"genetic":[4,39,79,140],"variation":[5],"provide":[6],"important":[7],"insights":[8],"into":[9],"evolution":[11],"and":[12,20,106,126,136,157,171,186],"disease.":[13],"A":[14],"commonly":[15],"used":[16],"tool":[17],"to":[18,47,102,107,133,169,196],"detect":[19],"describe":[21],"them":[22],"is":[23],"principal":[24,35],"component":[25],"analysis":[26,33],"(PCA)":[27],"or":[28,198],"the":[29,84,91,98,144,153,160],"supervised":[30,72],"linear":[31],"discriminant":[32],"components":[36],"(DAPC).":[37],"However,":[38],"features":[40,148],"produced":[41],"from":[42],"both":[43],"approaches":[44,88],"could":[45,82],"fail":[46],"correctly":[48,151],"characterize":[49],"population":[50,104],"structure":[51,80,105],"for":[52,75,178,188],"complex":[53],"scenarios":[54],"involving":[55],"admixture.":[56],"In":[57],"this":[58],"study,":[59],"we":[60],"introduce":[61],"Kernel":[62],"Local":[63],"Fisher":[64],"Discriminant":[65],"Analysis":[66],"Principal":[68],"Components":[69],"(KLFDAPC),":[70],"a":[71],"non-linear":[73],"approach":[74],"inferring":[76],"individual":[77,109,164],"geographic":[78,110,165,179],"that":[81,118,143,193],"rectify":[83],"limitations":[85],"these":[87],"by":[89],"preserving":[90],"multimodal":[92],"space":[93],"samples.":[95],"We":[96],"tested":[97],"power":[99,123],"KLFDAPC":[101,119,150,174],"infer":[103],"predict":[108],"origin":[111,166],"using":[112],"neural":[113],"networks.":[114],"Simulation":[115],"results":[116],"showed":[117],"has":[120],"higher":[121],"discriminatory":[122],"than":[124],"PCA":[125,170],"DAPC.":[127,172],"The":[128],"application":[129],"our":[131],"method":[132],"empirical":[134],"European":[135],"East":[137],"Asian":[138],"genome-wide":[139],"datasets":[141],"indicated":[142],"first":[145],"two":[146],"reduced":[147],"recapitulated":[152],"geography":[154],"individuals":[156],"significantly":[158],"improved":[159],"accuracy":[161],"predicting":[163],"when":[167],"compared":[168],"Therefore,":[173],"can":[175],"be":[176],"useful":[177],"ancestry":[180],"inference,":[181],"design":[182],"genome":[184],"scans":[185],"correction":[187],"spatial":[189],"stratification":[190],"in":[191],"GWAS":[192],"link":[194],"genes":[195],"adaptation":[197],"disease":[199],"susceptibility.":[200]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
