GENERALIZED ORDERED LOGIT MODEL WITH TESTING ASSUMPTIONS: A CASE STUDY OF USING URBAN LIGHT RAIL IN BURSA

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dc.authorid0000-0003-4251-4838
dc.authorid0000-0003-4747-2868
dc.authorid0000-0003-3888-3913
dc.contributor.authorAkgun, Nurten
dc.contributor.authorCampisi, Tiziana
dc.contributor.authorSunar, Muhammed Talha
dc.date.accessioned2026-02-08T15:15:53Z
dc.date.available2026-02-08T15:15:53Z
dc.date.issued2024
dc.departmentBursa Teknik Üniversitesi
dc.description.abstractLogistic regression has been a widely used prediction technique to analyze categorical variables. However, if the assumptions are violated the results may be biased. The study in this paper applied an analytical technique namely generalized ordered logit model. A case study of using urban light rail under pandemic conditions was applied for the analysis. The results suggested that logistic regression should not be applied before exploring the multicollinearity and applying the test of parallel lines. If the assumptions are violated, generalized ordered logit model should be considered. Regarding the predictive variables, sociodemographic, socioeconomic and travel pattern, related variables were found to have a statistically significant impact on the perception of safety and infrastructure of urban light rail. The outcomes of the study would provide a deeper understanding of developing regression models for categorical variables for future studies.
dc.identifier.doi10.26552/com.C.2024.028
dc.identifier.issn1335-4205
dc.identifier.issn2585-7878
dc.identifier.issue3
dc.identifier.scopus2-s2.0-85207631043
dc.identifier.scopusqualityQ3
dc.identifier.urihttps://doi.org/10.26552/com.C.2024.028
dc.identifier.urihttps://hdl.handle.net/20.500.12885/6012
dc.identifier.volume26
dc.identifier.wosWOS:001355655000004
dc.identifier.wosqualityQ4
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.language.isoen
dc.publisherUniv Zilina
dc.relation.ispartofKomunikacie - Vedecke Listy Zilinskej Univerzity V Ziline
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/openAccess
dc.snmzWOS_KA_20260207
dc.subjectpublic transport
dc.subjectcomparison tests
dc.subjectCovid-19
dc.subjectassumption
dc.titleGENERALIZED ORDERED LOGIT MODEL WITH TESTING ASSUMPTIONS: A CASE STUDY OF USING URBAN LIGHT RAIL IN BURSA
dc.typeArticle

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