{"id":"https://openalex.org/W4386894526","doi":"https://doi.org/10.20956/j.v20i1.28069","title":"Study of Regularized Generalized Structured Component Analysis to Overcome Multicollinearity in Component-Based SEM","display_name":"Study of Regularized Generalized Structured Component Analysis to Overcome Multicollinearity in Component-Based SEM","publication_year":2023,"publication_date":"2023-09-06","ids":{"openalex":"https://openalex.org/W4386894526","doi":"https://doi.org/10.20956/j.v20i1.28069"},"language":"en","primary_location":{"id":"doi:10.20956/j.v20i1.28069","doi":"https://doi.org/10.20956/j.v20i1.28069","is_oa":true,"landing_page_url":"https://doi.org/10.20956/j.v20i1.28069","pdf_url":"http://journal.unhas.ac.id/index.php/jmsk/article/download/28069/10284","source":{"id":"https://openalex.org/S4210203012","display_name":"Jurnal Matematika Statistika dan Komputasi","issn_l":"1858-1382","issn":["1858-1382","2614-8811"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310315277","host_organization_name":"Hasanuddin University","host_organization_lineage":["https://openalex.org/P4310315277"],"host_organization_lineage_names":["Hasanuddin University"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Jurnal Matematika, Statistika dan Komputasi","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"http://journal.unhas.ac.id/index.php/jmsk/article/download/28069/10284","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5092909685","display_name":"Fitri Amanah","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210150439","display_name":"Bandung Islamic University","ror":"https://ror.org/04tp6pr14","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210150439"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Fitri Amanah","raw_affiliation_strings":["Universitas Islam Bandung"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Islam Bandung","institution_ids":["https://openalex.org/I4210150439"]}]},{"author_position":"last","author":{"id":null,"display_name":"Fitri Rahmawati","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I130218214","display_name":"Indonesia University of Education","ror":"https://ror.org/044b0xj37","country_code":"ID","type":"education","lineage":["https://openalex.org/I130218214"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Fitri Rahmawati","raw_affiliation_strings":["Universitas Pendidikan Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Pendidikan Indonesia","institution_ids":["https://openalex.org/I130218214"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.7753,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.7238022,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":96},"biblio":{"volume":"20","issue":"1","first_page":"281","last_page":"293"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11871","display_name":"Advanced Statistical Methods and Models","score":0.5327000021934509,"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":0.5327000021934509,"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/T10467","display_name":"Psychometric Methodologies and Testing","score":0.24330000579357147,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13141","display_name":"Statistical Methods and Applications","score":0.18870000541210175,"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/multicollinearity","display_name":"multicollinearity","score":0.8740000128746033},{"id":"https://openalex.org/keywords/ridge-regression","display_name":"ridge regression","score":0.7549999952316284},{"id":"https://openalex.org/keywords/poverty","display_name":"poverty","score":0.5580000281333923},{"id":"https://openalex.org/keywords/east-java","display_name":"East Java","score":0.7620000243186951}],"concepts":[{"id":"https://openalex.org/C189285262","wikidata":"https://www.wikidata.org/wiki/Q1332350","display_name":"Multicollinearity","level":3,"score":0.9955112934112549},{"id":"https://openalex.org/C82793941","wikidata":"https://www.wikidata.org/wiki/Q1046024","display_name":"Path analysis (statistics)","level":2,"score":0.736537754535675},{"id":"https://openalex.org/C152732102","wikidata":"https://www.wikidata.org/wiki/Q13434396","display_name":"Variance inflation factor","level":4,"score":0.6481978297233582},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.6473888158798218},{"id":"https://openalex.org/C71104824","wikidata":"https://www.wikidata.org/wiki/Q1476639","display_name":"Structural equation modeling","level":2,"score":0.6463204622268677},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.5809924602508545},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.5697065591812134},{"id":"https://openalex.org/C51167844","wikidata":"https://www.wikidata.org/wiki/Q4422623","display_name":"Latent variable","level":2,"score":0.5414964556694031},{"id":"https://openalex.org/C44249647","wikidata":"https://www.wikidata.org/wiki/Q208498","display_name":"Confidence interval","level":2,"score":0.46803051233291626},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.449614942073822},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.4370206594467163},{"id":"https://openalex.org/C65721934","wikidata":"https://www.wikidata.org/wiki/Q7144645","display_name":"Path coefficient","level":3,"score":0.4236827492713928}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.20956/j.v20i1.28069","doi":"https://doi.org/10.20956/j.v20i1.28069","is_oa":true,"landing_page_url":"https://doi.org/10.20956/j.v20i1.28069","pdf_url":"http://journal.unhas.ac.id/index.php/jmsk/article/download/28069/10284","source":{"id":"https://openalex.org/S4210203012","display_name":"Jurnal Matematika Statistika dan Komputasi","issn_l":"1858-1382","issn":["1858-1382","2614-8811"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310315277","host_organization_name":"Hasanuddin University","host_organization_lineage":["https://openalex.org/P4310315277"],"host_organization_lineage_names":["Hasanuddin University"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Jurnal Matematika, Statistika dan Komputasi","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.20956/j.v20i1.28069","doi":"https://doi.org/10.20956/j.v20i1.28069","is_oa":true,"landing_page_url":"https://doi.org/10.20956/j.v20i1.28069","pdf_url":"http://journal.unhas.ac.id/index.php/jmsk/article/download/28069/10284","source":{"id":"https://openalex.org/S4210203012","display_name":"Jurnal Matematika Statistika dan Komputasi","issn_l":"1858-1382","issn":["1858-1382","2614-8811"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310315277","host_organization_name":"Hasanuddin University","host_organization_lineage":["https://openalex.org/P4310315277"],"host_organization_lineage_names":["Hasanuddin University"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Jurnal Matematika, Statistika dan Komputasi","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4386894526.pdf","grobid_xml":"https://content.openalex.org/works/W4386894526.grobid-xml"},"referenced_works_count":10,"referenced_works":["https://openalex.org/W575157113","https://openalex.org/W1554944419","https://openalex.org/W1660498867","https://openalex.org/W1986092722","https://openalex.org/W1999779703","https://openalex.org/W2080712240","https://openalex.org/W2171033594","https://openalex.org/W3016675171","https://openalex.org/W4320343103","https://openalex.org/W6646680933"],"related_works":["https://openalex.org/W2080712240","https://openalex.org/W4414110945","https://openalex.org/W6906408343","https://openalex.org/W4405801469","https://openalex.org/W7042534770","https://openalex.org/W3092299464","https://openalex.org/W2741054430","https://openalex.org/W2735802531","https://openalex.org/W4392928862","https://openalex.org/W4388676267"],"abstract_inverted_index":{"Multicollinearity":[0,37],"is":[1,21,56,84],"one":[2],"of":[3,12,19,41,92,124,145,152,167,210,220],"the":[4,10,22,29,34,39,90,99,109,118,122,127,146,168,214,221],"issues":[5],"that":[6,149,173,213],"may":[7],"arise":[8],"in":[9,64],"analysis":[11,43,54,147],"Structural":[13],"Equation":[14],"Modeling":[15],"(SEM).":[16],"An":[17],"indication":[18],"multicollinearity":[20,63],"high":[23,114],"correlation":[24,30,115],"between":[25,31,117],"latent":[26,35],"variables":[27],"and":[28,93,98,156,176,183,192],"indicators":[32,94,119],"forming":[33],"construct.":[36],"causes":[38],"interpretation":[40,166],"SEM":[42],"to":[44,61,70,73],"be":[45],"inappropriate.":[46],"In":[47],"this":[48],"study,":[49],"Regularized":[50],"generalized":[51],"structured":[52],"component":[53],"(RGSCA)":[55],"used":[57],"as":[58],"a":[59,187,196,207],"solution":[60],"overcome":[62],"component-based":[65],"SEM.":[66],"The":[67,81,113,143,165,201],"research":[68],"aims":[69],"apply":[71],"RGSCA":[72,132],"East":[74],"Java":[75],"poverty":[76],"data,":[77],"which":[78,137],"contains":[79],"multicollinearity.":[80,125],"first":[82],"step":[83],"analyze":[85],"data":[86,128,222],"using":[87,131],"GSCA,":[88],"however":[89],"weights":[91,155],"are":[95,104,129,159],"not":[96,106],"significant,":[97],"three":[100],"estimated":[101],"path":[102,157,169],"coefficients":[103,158],"also":[105,185],"significant":[107,160,188,197],"at":[108,161],"95%":[110,162],"confidence":[111,163],"interval.":[112],"value":[116,209],"further":[120],"indicates":[121],"presence":[123],"Futhermore,":[126],"analyzed":[130],"with":[133],"ridge":[134],"parameters":[135],"namely":[136],"provides":[138],"minimum":[139],"prediction":[140],"error":[141],"(CV).":[142],"results":[144,171,205],"reveal":[148],"all":[150],"estimation":[151],"loading":[153],"factors,":[154],"intervals.":[164],"coefficient":[170],"suggests":[172],"education,":[174,191],"health,":[175],"economy":[177,184],"significantly":[178],"influence":[179],"poverty,":[180],"while":[181],"health":[182,193],"have":[186],"effect":[189,198],"on":[190,199],"additionally":[194],"exhibits":[195],"economy.":[200],"overall":[202],"model":[203,215],"evaluation":[204],"obtained":[206],"FIT":[208],"0.662,":[211],"indicating":[212],"can":[216],"explain":[217],"about":[218],"66.2%":[219],"variation.":[223]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2023-09-21T00:00:00"}
