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Next, the demo trains a logistic regression model using raw Python, rather than by using a machine learning code library such as Microsoft ML.NET or scikit. [Click on image for larger view.] Figure 1: ...

Peter McCullagh, Regression Models for Ordinal Data, Journal of the Royal Statistical Society. Series B (Methodological), Vol. 42, No. 2 (1980), pp. 109-142 ...

The LOGISTIC and PROBIT procedures can perform logistic and ordinal logistic regression. See Chapter 5, "Introduction to Categorical Data Analysis Procedures," Chapter 39, "The LOGISTIC Procedure," ...

Li C. Liu, Donald Hedeker, A Mixed-Effects Regression Model for Longitudinal Multivariate Ordinal Data, Biometrics, Vol. 62, No. 1 (Mar., 2006), pp. 261-268 ...