{"id":"https://openalex.org/W1995523953","doi":"https://doi.org/10.1016/j.csda.2005.03.011","title":"Using principal components for estimating logistic regression with high-dimensional multicollinear data","display_name":"Using principal components for estimating logistic regression with high-dimensional multicollinear data","publication_year":2005,"publication_date":"2005-04-27","ids":{"openalex":"https://openalex.org/W1995523953","doi":"https://doi.org/10.1016/j.csda.2005.03.011","mag":"1995523953"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.csda.2005.03.011","pdf_url":null,"source":{"id":"https://openalex.org/S132362803","display_name":"Computational Statistics & Data Analysis","issn_l":"0167-9473","issn":["0167-9473","1872-7352"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"journal-article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://digibug.ugr.es/bitstream/10481/73050/1/Using%20principal%20components%20for%20estimating%20logistic%20regression%20with%20high-dimensional%20multicollinear%20data.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5083522316","display_name":"Ana M. Aguilera","orcid":"https://orcid.org/0000-0003-2425-6716"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Ana M. Aguilera","raw_affiliation_strings":["Department of Statistics and O. R., University of Granada, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Statistics and O. R., University of Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071259424","display_name":"Manuel Escabias","orcid":"https://orcid.org/0000-0002-1653-9022"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Manuel Escabias","raw_affiliation_strings":["Department of Statistics and O. R., University of Granada, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Statistics and O. R., University of Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110082235","display_name":"Mariano J. Valderrama","orcid":null},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Mariano J. Valderrama","raw_affiliation_strings":["Department of Statistics and O. R., University of Granada, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Statistics and O. R., University of Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":3340,"currency":"USD","value_usd":3340,"provenance":"doaj"},"apc_paid":null,"fwci":4.544,"has_fulltext":true,"fulltext_origin":"pdf","cited_by_count":206,"citation_normalized_percentile":{"value":0.999684,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"50","issue":"8","first_page":"1905","last_page":"1924"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T11871","display_name":"Advanced Statistical Methods and Models","score":0.9994,"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/T11871","display_name":"Advanced Statistical Methods and Models","score":0.9994,"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/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.994,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13141","display_name":"Statistical Methods and Applications","score":0.9747,"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/principal-component-regression","display_name":"Principal component regression","score":0.44415343},{"id":"https://openalex.org/keywords/logistic-distribution","display_name":"Logistic distribution","score":0.44232666},{"id":"https://openalex.org/keywords/odds","display_name":"Odds","score":0.4100264}],"concepts":[{"id":"https://openalex.org/C189285262","wikidata":"https://www.wikidata.org/wiki/Q1332350","display_name":"Multicollinearity","level":3,"score":0.9629643},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.7923315},{"id":"https://openalex.org/C119043178","wikidata":"https://www.wikidata.org/wiki/Q320723","display_name":"Covariate","level":2,"score":0.75228083},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.72358954},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.6532112},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.5807236},{"id":"https://openalex.org/C117568660","wikidata":"https://www.wikidata.org/wiki/Q1650843","display_name":"Multinomial logistic regression","level":2,"score":0.53011155},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.487768},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.44624373},{"id":"https://openalex.org/C74887250","wikidata":"https://www.wikidata.org/wiki/Q3455892","display_name":"Principal component regression","level":3,"score":0.44415343},{"id":"https://openalex.org/C94465730","wikidata":"https://www.wikidata.org/wiki/Q589603","display_name":"Logistic distribution","level":3,"score":0.44232666},{"id":"https://openalex.org/C143095724","wikidata":"https://www.wikidata.org/wiki/Q515895","display_name":"Odds","level":3,"score":0.4100264}],"mesh":[],"locations_count":2,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.csda.2005.03.011","pdf_url":null,"source":{"id":"https://openalex.org/S132362803","display_name":"Computational Statistics & Data Analysis","issn_l":"0167-9473","issn":["0167-9473","1872-7352"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},{"is_oa":true,"landing_page_url":"https://hdl.handle.net/10481/73050","pdf_url":"https://digibug.ugr.es/bitstream/10481/73050/1/Using%20principal%20components%20for%20estimating%20logistic%20regression%20with%20high-dimensional%20multicollinear%20data.pdf","source":{"id":"https://openalex.org/S4306400567","display_name":"Institutional Repository of the University of Granada (University of Granada)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I173304897","host_organization_name":"Universidad de Granada","host_organization_lineage":["https://openalex.org/I173304897"],"host_organization_lineage_names":["Universidad de Granada"],"type":"repository"},"license":"cc-by-nd","license_id":"https://openalex.org/licenses/cc-by-nd","version":"publishedVersion","is_accepted":true,"is_published":true}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://hdl.handle.net/10481/73050","pdf_url":"https://digibug.ugr.es/bitstream/10481/73050/1/Using%20principal%20components%20for%20estimating%20logistic%20regression%20with%20high-dimensional%20multicollinear%20data.pdf","source":{"id":"https://openalex.org/S4306400567","display_name":"Institutional Repository of the University of Granada (University of Granada)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I173304897","host_organization_name":"Universidad de Granada","host_organization_lineage":["https://openalex.org/I173304897"],"host_organization_lineage_names":["Universidad de Granada"],"type":"repository"},"license":"cc-by-nd","license_id":"https://openalex.org/licenses/cc-by-nd","version":"publishedVersion","is_accepted":true,"is_published":true},"sustainable_development_goals":[],"grants":[],"datasets":[],"versions":[],"referenced_works_count":27,"referenced_works":["https://openalex.org/W1528905581","https://openalex.org/W174064755","https://openalex.org/W1966314320","https://openalex.org/W1973948212","https://openalex.org/W1989295284","https://openalex.org/W1993895874","https://openalex.org/W2018144913","https://openalex.org/W2021610169","https://openalex.org/W2029082950","https://openalex.org/W2052311700","https://openalex.org/W2101861337","https://openalex.org/W2116798985","https://openalex.org/W2126999940","https://openalex.org/W2140468511","https://openalex.org/W2152820192","https://openalex.org/W2317866228","https://openalex.org/W239561093","https://openalex.org/W2504744665","https://openalex.org/W2797181071","https://openalex.org/W2798146208","https://openalex.org/W3015463134","https://openalex.org/W4232421753","https://openalex.org/W4244398791","https://openalex.org/W4245275677","https://openalex.org/W4298222310","https://openalex.org/W4300100448","https://openalex.org/W4300757388"],"related_works":["https://openalex.org/W4225151263","https://openalex.org/W3114452526","https://openalex.org/W2925501820","https://openalex.org/W2612187696","https://openalex.org/W2601174230","https://openalex.org/W2185804877","https://openalex.org/W2184235476","https://openalex.org/W1992233912","https://openalex.org/W171865896","https://openalex.org/W1584831794"],"abstract_inverted_index":null,"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W1995523953","counts_by_year":[{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":26},{"year":2022,"cited_by_count":18},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":14},{"year":2019,"cited_by_count":10},{"year":2018,"cited_by_count":13},{"year":2017,"cited_by_count":15},{"year":2016,"cited_by_count":13},{"year":2015,"cited_by_count":8},{"year":2014,"cited_by_count":10},{"year":2013,"cited_by_count":7},{"year":2012,"cited_by_count":8}],"updated_date":"2025-01-08T17:02:35.494638","created_date":"2016-06-24"}