{"id":"https://openalex.org/W2030075579","doi":"https://doi.org/10.1007/s11634-014-0195-1","title":"A principal component method to impute missing values for mixed data","display_name":"A principal component method to impute missing values for mixed data","publication_year":2014,"publication_date":"2014-12-23","ids":{"openalex":"https://openalex.org/W2030075579","doi":"https://doi.org/10.1007/s11634-014-0195-1","mag":"2030075579"},"language":"en","primary_location":{"id":"doi:10.1007/s11634-014-0195-1","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11634-014-0195-1","pdf_url":null,"source":{"id":"https://openalex.org/S4210175730","display_name":"Advances in Data Analysis and Classification","issn_l":"1862-5347","issn":["1862-5347","1862-5355"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Data Analysis and Classification","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1301.4797","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055168255","display_name":"Vincent Audigier","orcid":"https://orcid.org/0000-0002-4169-7866"},"institutions":[{"id":"https://openalex.org/I2800285241","display_name":"Institut Agro Rennes-Angers","ror":"https://ror.org/01s3fs709","country_code":"FR","type":"education","lineage":["https://openalex.org/I2800285241","https://openalex.org/I4210117091","https://openalex.org/I4399657933"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Vincent Audigier","raw_affiliation_strings":["Agrocampus Ouest, 65 rue de St-Brieuc, 35042, Rennes, France","Agrocampus Ouest, Rennes, France 35042"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Agrocampus Ouest, 65 rue de St-Brieuc, 35042, Rennes, France","institution_ids":["https://openalex.org/I2800285241"]},{"raw_affiliation_string":"Agrocampus Ouest, Rennes, France 35042","institution_ids":["https://openalex.org/I2800285241"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089795083","display_name":"Fran\u00e7ois Husson","orcid":"https://orcid.org/0000-0002-7271-8877"},"institutions":[{"id":"https://openalex.org/I2800285241","display_name":"Institut Agro Rennes-Angers","ror":"https://ror.org/01s3fs709","country_code":"FR","type":"education","lineage":["https://openalex.org/I2800285241","https://openalex.org/I4210117091","https://openalex.org/I4399657933"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Fran\u00e7ois Husson","raw_affiliation_strings":["Agrocampus Ouest, 65 rue de St-Brieuc, 35042, Rennes, France","Agrocampus Ouest, Rennes, France 35042"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Agrocampus Ouest, 65 rue de St-Brieuc, 35042, Rennes, France","institution_ids":["https://openalex.org/I2800285241"]},{"raw_affiliation_string":"Agrocampus Ouest, Rennes, France 35042","institution_ids":["https://openalex.org/I2800285241"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084745161","display_name":"Julie Josse","orcid":"https://orcid.org/0000-0001-9547-891X"},"institutions":[{"id":"https://openalex.org/I2800285241","display_name":"Institut Agro Rennes-Angers","ror":"https://ror.org/01s3fs709","country_code":"FR","type":"education","lineage":["https://openalex.org/I2800285241","https://openalex.org/I4210117091","https://openalex.org/I4399657933"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Julie Josse","raw_affiliation_strings":["Agrocampus Ouest, 65 rue de St-Brieuc, 35042, Rennes, France","Agrocampus Ouest, Rennes, France 35042"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Agrocampus Ouest, 65 rue de St-Brieuc, 35042, Rennes, France","institution_ids":["https://openalex.org/I2800285241"]},{"raw_affiliation_string":"Agrocampus Ouest, Rennes, France 35042","institution_ids":["https://openalex.org/I2800285241"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5089795083"],"corresponding_institution_ids":["https://openalex.org/I2800285241"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":8.0669,"has_fulltext":false,"cited_by_count":156,"citation_normalized_percentile":{"value":0.97761549,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"10","issue":"1","first_page":"5","last_page":"26"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10243","display_name":"Statistical Methods and Bayesian Inference","score":0.9944999814033508,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10243","display_name":"Statistical Methods and Bayesian Inference","score":0.9944999814033508,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10594","display_name":"Genetic and phenotypic traits in livestock","score":0.9944000244140625,"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/T10136","display_name":"Statistical Methods and Inference","score":0.9879000186920166,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/categorical-variable","display_name":"Categorical variable","score":0.9024025797843933},{"id":"https://openalex.org/keywords/imputation","display_name":"Imputation (statistics)","score":0.8509503602981567},{"id":"https://openalex.org/keywords/missing-data","display_name":"Missing data","score":0.838685154914856},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.7958382368087769},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.5566189289093018},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4899856150150299},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.4462008476257324},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4437776803970337}],"concepts":[{"id":"https://openalex.org/C5274069","wikidata":"https://www.wikidata.org/wiki/Q2285707","display_name":"Categorical variable","level":2,"score":0.9024025797843933},{"id":"https://openalex.org/C58041806","wikidata":"https://www.wikidata.org/wiki/Q1660484","display_name":"Imputation (statistics)","level":3,"score":0.8509503602981567},{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.838685154914856},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.7958382368087769},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.5566189289093018},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4899856150150299},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.4462008476257324},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4437776803970337}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1007/s11634-014-0195-1","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11634-014-0195-1","pdf_url":null,"source":{"id":"https://openalex.org/S4210175730","display_name":"Advances in Data Analysis and Classification","issn_l":"1862-5347","issn":["1862-5347","1862-5355"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Data Analysis and Classification","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:1301.4797","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1301.4797","pdf_url":"https://arxiv.org/pdf/1301.4797","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"pmh:oai:HAL:hal-00832935v1","is_oa":false,"landing_page_url":"https://hal.science/hal-00832935","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Advances in Data Analysis and Classification, 2016, 10 (1), pp.5-26. ⟨10.1007/s11634-014-0195-1⟩","raw_type":"Journal articles"},{"id":"pmh:oai:RePEc:spr:advdac:v:10:y:2016:i:1:d:10.1007_s11634-014-0195-1","is_oa":false,"landing_page_url":"http://link.springer.com/10.1007/s11634-014-0195-1","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"},{"id":"pmh:oai:RePEc:spr:advdac:v:10:y:2016:i:1:p:5-26","is_oa":false,"landing_page_url":"http://hdl.handle.net/10.1007/s11634-014-0195-1","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1301.4797","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1301.4797","pdf_url":"https://arxiv.org/pdf/1301.4797","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"sustainable_development_goals":[{"score":0.6800000071525574,"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15"}],"awards":[{"id":"https://openalex.org/G3597637701","display_name":"Centre de Math\u00e9matiques Henri Lebesgue : fondements, interactions, applications et Formation","funder_award_id":"ANR-11-LABX-0020","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"}],"funders":[{"id":"https://openalex.org/F4320320883","display_name":"Agence Nationale de la Recherche","ror":"https://ror.org/00rbzpz17"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W78449534","https://openalex.org/W175384886","https://openalex.org/W1124708747","https://openalex.org/W1510058961","https://openalex.org/W1550443206","https://openalex.org/W1595972636","https://openalex.org/W1597626025","https://openalex.org/W1772191262","https://openalex.org/W1823564171","https://openalex.org/W1920010643","https://openalex.org/W1966469525","https://openalex.org/W1991596242","https://openalex.org/W1998281337","https://openalex.org/W2044758663","https://openalex.org/W2049241760","https://openalex.org/W2050623533","https://openalex.org/W2063059120","https://openalex.org/W2064186732","https://openalex.org/W2071636086","https://openalex.org/W2096391232","https://openalex.org/W2096863518","https://openalex.org/W2100358124","https://openalex.org/W2112122095","https://openalex.org/W2113559481","https://openalex.org/W2128039859","https://openalex.org/W2133896831","https://openalex.org/W2140968209","https://openalex.org/W2146130798","https://openalex.org/W2329290504","https://openalex.org/W2480680997","https://openalex.org/W2582743722","https://openalex.org/W2601640368","https://openalex.org/W2911964244","https://openalex.org/W2963261555","https://openalex.org/W4214604782","https://openalex.org/W4249779008","https://openalex.org/W4300187280","https://openalex.org/W4301763548"],"related_works":["https://openalex.org/W2181530120","https://openalex.org/W4211215373","https://openalex.org/W2024529227","https://openalex.org/W2519761320","https://openalex.org/W1574575415","https://openalex.org/W3144172081","https://openalex.org/W3179858851","https://openalex.org/W3028371478","https://openalex.org/W2081476516","https://openalex.org/W2581984549"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":15},{"year":2022,"cited_by_count":24},{"year":2021,"cited_by_count":15},{"year":2020,"cited_by_count":23},{"year":2019,"cited_by_count":9},{"year":2018,"cited_by_count":10},{"year":2017,"cited_by_count":14},{"year":2016,"cited_by_count":5},{"year":2015,"cited_by_count":4},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":1}],"updated_date":"2026-06-22T08:00:12.763002","created_date":"2016-06-24T00:00:00"}