{"id":"https://openalex.org/W1991301405","doi":"https://doi.org/10.1186/1471-2105-12-246","title":"Enhancements to the ADMIXTURE algorithm for individual ancestry estimation","display_name":"Enhancements to the ADMIXTURE algorithm for individual ancestry estimation","publication_year":2011,"publication_date":"2011-06-18","ids":{"openalex":"https://openalex.org/W1991301405","doi":"https://doi.org/10.1186/1471-2105-12-246","mag":"1991301405","pmid":"https://pubmed.ncbi.nlm.nih.gov/21682921"},"language":"en","primary_location":{"id":"doi:10.1186/1471-2105-12-246","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1471-2105-12-246","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-12-246","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-12-246","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5006610731","display_name":"David H. Alexander","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"David H Alexander","raw_affiliation_strings":["Department of Biomathematics, UCLA, Los Angeles, California, USA. dalexander@ucla.edu","Department of Biomathematics, UCLA, Los Angeles, California, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomathematics, UCLA, Los Angeles, California, USA. dalexander@ucla.edu","institution_ids":[]},{"raw_affiliation_string":"Department of Biomathematics, UCLA, Los Angeles, California, USA","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070269135","display_name":"Kenneth Lange","orcid":"https://orcid.org/0000-0002-1313-5030"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kenneth Lange","raw_affiliation_strings":["Department of Biomathematics, UCLA, Los Angeles, California, USA","Department of Human Genetics, UCLA, Los Angeles, California, USA","Department of Statistics, UCLA, Los Angeles, California, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomathematics, UCLA, Los Angeles, California, USA","institution_ids":[]},{"raw_affiliation_string":"Department of Human Genetics, UCLA, Los Angeles, California, USA","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"Department of Statistics, UCLA, Los Angeles, California, USA","institution_ids":["https://openalex.org/I161318765"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5006610731"],"corresponding_institution_ids":[],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":7.0389,"has_fulltext":true,"cited_by_count":1735,"citation_normalized_percentile":{"value":0.97428059,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"12","issue":"1","first_page":"246","last_page":"246"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10261","display_name":"Genetic Associations and Epidemiology","score":0.9463000297546387,"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/T10261","display_name":"Genetic Associations and Epidemiology","score":0.9463000297546387,"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/T10751","display_name":"Forensic and Genetic Research","score":0.04179999977350235,"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/T12749","display_name":"Race, Genetics, and Society","score":0.0032999999821186066,"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/estimation","display_name":"Estimation","score":0.5435336828231812},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.5273899435997009},{"id":"https://openalex.org/keywords/geneticist","display_name":"Geneticist","score":0.5064762830734253},{"id":"https://openalex.org/keywords/single-nucleotide-polymorphism","display_name":"Single-nucleotide polymorphism","score":0.5004758834838867},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.44890090823173523},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4452131688594818},{"id":"https://openalex.org/keywords/population-genetics","display_name":"Population genetics","score":0.42751598358154297},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35180848836898804},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34291183948516846},{"id":"https://openalex.org/keywords/computational-biology","display_name":"Computational biology","score":0.3385451138019562},{"id":"https://openalex.org/keywords/evolutionary-biology","display_name":"Evolutionary biology","score":0.32935044169425964},{"id":"https://openalex.org/keywords/genetics","display_name":"Genetics","score":0.284012109041214},{"id":"https://openalex.org/keywords/genotype","display_name":"Genotype","score":0.15395864844322205}],"concepts":[{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.5435336828231812},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5273899435997009},{"id":"https://openalex.org/C2776738285","wikidata":"https://www.wikidata.org/wiki/Q3126128","display_name":"Geneticist","level":2,"score":0.5064762830734253},{"id":"https://openalex.org/C153209595","wikidata":"https://www.wikidata.org/wiki/Q501128","display_name":"Single-nucleotide polymorphism","level":4,"score":0.5004758834838867},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.44890090823173523},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4452131688594818},{"id":"https://openalex.org/C85721925","wikidata":"https://www.wikidata.org/wiki/Q31151","display_name":"Population genetics","level":3,"score":0.42751598358154297},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35180848836898804},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34291183948516846},{"id":"https://openalex.org/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.3385451138019562},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.32935044169425964},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.284012109041214},{"id":"https://openalex.org/C135763542","wikidata":"https://www.wikidata.org/wiki/Q106016","display_name":"Genotype","level":3,"score":0.15395864844322205},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","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/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005787","descriptor_name":"Gene Frequency","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005787","descriptor_name":"Gene Frequency","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005787","descriptor_name":"Gene Frequency","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":true},{"descriptor_ui":"D005828","descriptor_name":"Genetics, Population","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":true},{"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":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015894","descriptor_name":"Genome, Human","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015894","descriptor_name":"Genome, Human","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015894","descriptor_name":"Genome, Human","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016013","descriptor_name":"Likelihood Functions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016013","descriptor_name":"Likelihood Functions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016013","descriptor_name":"Likelihood Functions","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":"D044382","descriptor_name":"Population Groups","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D044382","descriptor_name":"Population Groups","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D044382","descriptor_name":"Population Groups","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":6,"locations":[{"id":"doi:10.1186/1471-2105-12-246","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1471-2105-12-246","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-12-246","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},{"id":"pmid:21682921","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/21682921","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":"BMC bioinformatics","raw_type":null},{"id":"pmh:oai:doaj.org/article:6e2c22da7b954efeb60069cc79104057","is_oa":true,"landing_page_url":"https://doaj.org/article/6e2c22da7b954efeb60069cc79104057","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Bioinformatics, Vol 12, Iss 1, p 246 (2011)","raw_type":"article"},{"id":"pmh:oai:escholarship.org/ark:/13030/qt25k873h3","is_oa":false,"landing_page_url":"https://escholarship.org/uc/item/25k873h3","pdf_url":null,"source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Bioinformatics, vol 12, iss 1","raw_type":"article"},{"id":"pmh:oai:europepmc.org:2150871","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/3146885","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"},{"id":"pmh:qt25k873h3","is_oa":false,"landing_page_url":"http://www.escholarship.org/uc/item/25k873h3","pdf_url":null,"source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Alexander, David H; &amp; Lange, Kenneth. (2011). Enhancements to the ADMIXTURE Algorithm for Individual Ancestry Estimation. BMC Bioinformatics, 12(1), 246. doi: http://dx.doi.org/10.1186/1471-2105-12-246. Retrieved from: http://www.escholarship.org/uc/item/25k873h3","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/1471-2105-12-246","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1471-2105-12-246","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-12-246","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.7400000095367432}],"awards":[{"id":"https://openalex.org/G6465883393","display_name":null,"funder_award_id":"MH59490","funder_id":"https://openalex.org/F4320332505","funder_display_name":"U.S. Public Health Service"},{"id":"https://openalex.org/G662356535","display_name":null,"funder_award_id":"T32GM008185","funder_id":"https://openalex.org/F4320337354","funder_display_name":"National Institute of General Medical Sciences"},{"id":"https://openalex.org/G7852197243","display_name":null,"funder_award_id":"MH59490","funder_id":"https://openalex.org/F4320337346","funder_display_name":"National Institute of Mental Health"},{"id":"https://openalex.org/G8583520036","display_name":null,"funder_award_id":"GM53275","funder_id":"https://openalex.org/F4320332505","funder_display_name":"U.S. Public Health Service"},{"id":"https://openalex.org/G8952577451","display_name":null,"funder_award_id":"GM53275","funder_id":"https://openalex.org/F4320337354","funder_display_name":"National Institute of General Medical Sciences"}],"funders":[{"id":"https://openalex.org/F4320332505","display_name":"U.S. Public Health Service","ror":"https://ror.org/05xf94514"},{"id":"https://openalex.org/F4320337346","display_name":"National Institute of Mental Health","ror":"https://ror.org/04xeg9z08"},{"id":"https://openalex.org/F4320337354","display_name":"National Institute of General Medical Sciences","ror":"https://ror.org/04q48ey07"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1528905581","https://openalex.org/W1988888548","https://openalex.org/W2005051528","https://openalex.org/W2050299213","https://openalex.org/W2076007362","https://openalex.org/W2098126593","https://openalex.org/W2107861471","https://openalex.org/W2107916366","https://openalex.org/W2108169091","https://openalex.org/W2115837368","https://openalex.org/W2119444539","https://openalex.org/W2150536115","https://openalex.org/W4301861531"],"related_works":["https://openalex.org/W2611876325","https://openalex.org/W1968956193","https://openalex.org/W2469877021","https://openalex.org/W2405151264","https://openalex.org/W2116041916","https://openalex.org/W2797556631","https://openalex.org/W4232503721","https://openalex.org/W2095416808","https://openalex.org/W2410054618","https://openalex.org/W2157218556"],"abstract_inverted_index":{"BACKGROUND:":[0],"The":[1,134],"estimation":[2],"of":[3,68,75,117],"individual":[4,47],"ancestry":[5,23,77,88,149],"from":[6,53],"genetic":[7,17],"data":[8],"has":[9],"become":[10,26],"essential":[11,27],"to":[12,40,64,84],"applied":[13],"population":[14,50],"genetics":[15],"and":[16,49,145],"epidemiology.":[18],"Software":[19],"programs":[20],"for":[21,45,96,109,148],"calculating":[22],"estimates":[24],"have":[25,137],"tools":[28],"in":[29,81],"the":[30,66],"geneticist's":[31],"analytic":[32],"arsenal.":[33],"RESULTS:":[34],"Here":[35],"we":[36,136],"describe":[37],"four":[38],"enhancements":[39,135],"ADMIXTURE,":[41],"a":[42,141],"high-performance":[43],"tool":[44,147],"estimating":[46],"ancestries":[48],"allele":[51],"frequencies":[52],"SNP":[54],"(single":[55],"nucleotide":[56],"polymorphism)":[57],"data.":[58],"First,":[59],"ADMIXTURE":[60,140],"can":[61,78,100,127],"be":[62,79,128],"used":[63],"estimate":[65],"number":[67],"underlying":[69],"populations":[70],"through":[71],"cross-validation.":[72],"Second,":[73],"individuals":[74],"known":[76],"exploited":[80],"supervised":[82],"learning":[83],"yield":[85],"more":[86,106,131,142],"precise":[87],"estimates.":[89],"Third,":[90],"by":[91,121],"penalizing":[92],"small":[93,110],"admixture":[94],"coefficients":[95],"each":[97],"individual,":[98],"one":[99],"encourage":[101],"model":[102],"parsimony,":[103],"often":[104],"yielding":[105],"interpretable":[107],"results":[108],"datasets":[111,113,126],"or":[112],"with":[114],"large":[115,125],"numbers":[116],"ancestral":[118],"populations.":[119],"Finally,":[120],"exploiting":[122],"multiple":[123],"processors,":[124],"analyzed":[129],"even":[130],"rapidly.":[132],"CONCLUSIONS:":[133],"described":[138],"make":[139],"accurate,":[143],"efficient,":[144],"versatile":[146],"estimation.":[150]},"counts_by_year":[{"year":2026,"cited_by_count":109},{"year":2025,"cited_by_count":236},{"year":2024,"cited_by_count":290},{"year":2023,"cited_by_count":247},{"year":2022,"cited_by_count":232},{"year":2021,"cited_by_count":272},{"year":2020,"cited_by_count":110},{"year":2019,"cited_by_count":59},{"year":2018,"cited_by_count":48},{"year":2017,"cited_by_count":38},{"year":2016,"cited_by_count":25},{"year":2015,"cited_by_count":30},{"year":2014,"cited_by_count":13},{"year":2013,"cited_by_count":16},{"year":2012,"cited_by_count":6}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
