{"id":"https://openalex.org/W2341066319","doi":"https://doi.org/10.32614/rj-2013-004","title":"Hypothesis Tests for Multivariate Linear Models Using the car Package","display_name":"Hypothesis Tests for Multivariate Linear Models Using the car Package","publication_year":2013,"publication_date":"2013-01-01","ids":{"openalex":"https://openalex.org/W2341066319","doi":"https://doi.org/10.32614/rj-2013-004","mag":"2341066319"},"language":"en","primary_location":{"id":"doi:10.32614/rj-2013-004","is_oa":true,"landing_page_url":"https://doi.org/10.32614/rj-2013-004","pdf_url":"https://journal.r-project.org/archive/2013/RJ-2013-004/RJ-2013-004.pdf","source":{"id":"https://openalex.org/S2489169438","display_name":"The R Journal","issn_l":"2073-4859","issn":["2073-4859"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The R Journal","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://journal.r-project.org/archive/2013/RJ-2013-004/RJ-2013-004.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069785595","display_name":"John Fox","orcid":"https://orcid.org/0000-0002-1196-8012"},"institutions":[{"id":"https://openalex.org/I98251732","display_name":"McMaster University","ror":"https://ror.org/02fa3aq29","country_code":"CA","type":"education","lineage":["https://openalex.org/I98251732"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"John Fox","raw_affiliation_strings":["Department of Sociology McMaster University Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Sociology McMaster University Canada","institution_ids":["https://openalex.org/I98251732"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006582558","display_name":"Michael Friendly","orcid":"https://orcid.org/0000-0002-3237-0941"},"institutions":[{"id":"https://openalex.org/I192455969","display_name":"York University","ror":"https://ror.org/05fq50484","country_code":"CA","type":"education","lineage":["https://openalex.org/I192455969"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Michael Friendly","raw_affiliation_strings":["Psychology Department York University Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Psychology Department York University Canada","institution_ids":["https://openalex.org/I192455969"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010159707","display_name":"Sanford Weisberg","orcid":"https://orcid.org/0000-0002-1141-6699"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sanford Weisberg","raw_affiliation_strings":["School of Statistics University of Minnesota USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Statistics University of Minnesota USA","institution_ids":["https://openalex.org/I130238516"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5069785595"],"corresponding_institution_ids":["https://openalex.org/I98251732"],"apc_list":null,"apc_paid":null,"fwci":4.3397,"has_fulltext":true,"cited_by_count":258,"citation_normalized_percentile":{"value":0.93950902,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"5","issue":"1","first_page":"39","last_page":"39"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9976999759674072,"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"}},"topics":[{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9976999759674072,"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/T11871","display_name":"Advanced Statistical Methods and Models","score":0.9972000122070312,"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/T13141","display_name":"Statistical Methods and Applications","score":0.9926999807357788,"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/multivariate-statistics","display_name":"Multivariate statistics","score":0.7425819635391235},{"id":"https://openalex.org/keywords/r-package","display_name":"R package","score":0.7055895328521729},{"id":"https://openalex.org/keywords/multivariate-analysis","display_name":"Multivariate analysis","score":0.43137434124946594},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.4283847212791443},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4269979000091553},{"id":"https://openalex.org/keywords/generalized-linear-model","display_name":"Generalized linear model","score":0.4191761016845703},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.40528160333633423},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3702845573425293}],"concepts":[{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.7425819635391235},{"id":"https://openalex.org/C2984074130","wikidata":"https://www.wikidata.org/wiki/Q73539779","display_name":"R package","level":2,"score":0.7055895328521729},{"id":"https://openalex.org/C38180746","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate analysis","level":2,"score":0.43137434124946594},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.4283847212791443},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4269979000091553},{"id":"https://openalex.org/C41587187","wikidata":"https://www.wikidata.org/wiki/Q1501882","display_name":"Generalized linear model","level":2,"score":0.4191761016845703},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.40528160333633423},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3702845573425293}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.32614/rj-2013-004","is_oa":true,"landing_page_url":"https://doi.org/10.32614/rj-2013-004","pdf_url":"https://journal.r-project.org/archive/2013/RJ-2013-004/RJ-2013-004.pdf","source":{"id":"https://openalex.org/S2489169438","display_name":"The R Journal","issn_l":"2073-4859","issn":["2073-4859"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The R Journal","raw_type":"journal-article"},{"id":"pmh:oai:digitalcommons.unl.edu:r-journal-1355","is_oa":false,"landing_page_url":"https://digitalcommons.unl.edu/r-journal/254","pdf_url":null,"source":{"id":"https://openalex.org/S4306513441","display_name":"Insecta mundi","issn_l":"0749-6737","issn":["0749-6737","1942-1354","1942-1362"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310316217","host_organization_name":"Center for Systematic Entomology","host_organization_lineage":["https://openalex.org/P4310316217"],"host_organization_lineage_names":["Center for Systematic Entomology"],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"The R Journal","raw_type":"text"}],"best_oa_location":{"id":"doi:10.32614/rj-2013-004","is_oa":true,"landing_page_url":"https://doi.org/10.32614/rj-2013-004","pdf_url":"https://journal.r-project.org/archive/2013/RJ-2013-004/RJ-2013-004.pdf","source":{"id":"https://openalex.org/S2489169438","display_name":"The R Journal","issn_l":"2073-4859","issn":["2073-4859"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The R Journal","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320311526","display_name":"McMaster University","ror":"https://ror.org/02fa3aq29"},{"id":"https://openalex.org/F4320334617","display_name":"Social Sciences and Humanities Research Council of Canada","ror":"https://ror.org/04j5jqy92"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2341066319.pdf","grobid_xml":"https://content.openalex.org/works/W2341066319.grobid-xml"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W260994251","https://openalex.org/W642783518","https://openalex.org/W1513618424","https://openalex.org/W1515487220","https://openalex.org/W1529972356","https://openalex.org/W1630858317","https://openalex.org/W1918432791","https://openalex.org/W1980455221","https://openalex.org/W1981063015","https://openalex.org/W1985333734","https://openalex.org/W1989314580","https://openalex.org/W2001619934","https://openalex.org/W2045997031","https://openalex.org/W2062526841","https://openalex.org/W2084464496","https://openalex.org/W2098864112","https://openalex.org/W2135004468","https://openalex.org/W2315518628","https://openalex.org/W2403035479","https://openalex.org/W2465493330","https://openalex.org/W2796930440","https://openalex.org/W2948055175","https://openalex.org/W3086315876","https://openalex.org/W3147930870","https://openalex.org/W4230301531","https://openalex.org/W4250917924","https://openalex.org/W4294570726","https://openalex.org/W4300748935","https://openalex.org/W4399568367"],"related_works":["https://openalex.org/W2406638334","https://openalex.org/W40745829","https://openalex.org/W1978357124","https://openalex.org/W4316464002","https://openalex.org/W1578824628","https://openalex.org/W2032728545","https://openalex.org/W1570805059","https://openalex.org/W4250754046","https://openalex.org/W4318262572","https://openalex.org/W2036849593"],"abstract_inverted_index":{"The":[0],"multivariate":[1,68],"linear":[2,37,69],"model":[3,19,38],"can":[4],"be":[5],"fit":[6],"with":[7,40],"the":[8,14,18,27,51,57],"lm":[9],"function":[10],"in":[11,56,67],"R,":[12],"where":[13],"left-hand":[15],"side":[16,29],"of":[17,23],"comprises":[20],"a":[21,35,41],"matrix":[22],"response":[24,43],"variables,":[25],"and":[26,53],"right-hand":[28],"is":[30],"specified":[31],"exactly":[32],"as":[33],"for":[34,65,73],"univariate":[36],"(i.e.,":[39],"single":[42],"variable).":[44],"This":[45],"paper":[46],"explains":[47],"how":[48],"to":[49,60],"use":[50],"Anova":[52],"linearHypothesis":[54],"functions":[55],"car":[58],"package":[59],"perform":[61],"convenient":[62],"hypothesis":[63],"tests":[64],"parameters":[66],"models,":[70],"including":[71],"models":[72],"repeated-measures":[74],"data.":[75]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":30},{"year":2024,"cited_by_count":29},{"year":2023,"cited_by_count":22},{"year":2022,"cited_by_count":37},{"year":2021,"cited_by_count":28},{"year":2020,"cited_by_count":29},{"year":2019,"cited_by_count":21},{"year":2018,"cited_by_count":14},{"year":2017,"cited_by_count":26},{"year":2016,"cited_by_count":6},{"year":2015,"cited_by_count":5},{"year":2014,"cited_by_count":4},{"year":2012,"cited_by_count":1}],"updated_date":"2026-04-29T09:16:38.111599","created_date":"2025-10-10T00:00:00"}