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• W2885224914 abstract "Ordered multiple categorical (MC) variable has been widely considered and studied as response variable, and few studies have carefully considered it as a predictor in linear regression. When doing this, the existence of some pseudo-categories may result in overfitting, and to detect those pseudo-categories by hypothesis test of all dummy variables might have low specificity. In this paper, we propose a transformation method of dummy variables for such ordered MC predictors, after which a model selection method combined with BIC will be elaborated. Theoretical consistency of our model selection method is established under some common assumptions. Both simulation studies and real data analysis of a medical survey indicate that our method provides good performance and is applicable to a wide range of biomedical research." @default.
• W2885224914 created "2018-08-22" @default.
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• W2885224914 date "2018-08-01" @default.
• W2885224914 modified "2023-10-14" @default.
• W2885224914 title "Regression models with ordered multiple categorical predictors" @default.
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• W2885224914 doi "https://doi.org/10.1080/00949655.2018.1504946" @default.
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